{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c206a16c-ac4d-4d9f-a291-bebea3d15634",
   "metadata": {},
   "source": [
    "##   导入包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "b39b39ad-5cd5-4fb5-8a5f-54bce96bf5bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as  plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "plt.rcParams['axes.facecolor']='azure'\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import jieba\n",
    "from sklearn.preprocessing import LabelEncoder, MinMaxScaler\n",
    "from wordcloud import WordCloud\n",
    "import collections\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5cb1de8-3d80-421c-ba81-ef2cb33c4251",
   "metadata": {},
   "source": [
    "## 1，读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "ce74189f-ec2d-4f93-950b-9975ffb7798c",
   "metadata": {},
   "outputs": [],
   "source": [
    "china_name = ['宝安','布吉','福田','光明','龙岗','龙华','罗湖','南山','坪山','盐田']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "2c320a45-c22d-4fee-b35f-fdace00a0d98",
   "metadata": {},
   "outputs": [],
   "source": [
    "files_name = os.listdir(\"all_data/\")[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "bdbf9ed8-fe98-4256-b2e3-d41848842792",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['baoan.csv',\n",
       " 'bujisz.csv',\n",
       " 'futian.csv',\n",
       " 'guangmingx.csv',\n",
       " 'longgang.csv',\n",
       " 'longhuaq.csv',\n",
       " 'luohu.csv',\n",
       " 'nanshan.csv',\n",
       " 'pingshanq.csv',\n",
       " 'yantian.csv']"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "02c5ab83-9710-49da-add9-0f9b9d9112f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_data = pd.DataFrame()\n",
    "for i,value in enumerate(files_name):\n",
    "    try:\n",
    "        data = pd.read_csv(\"all_data/\"+value)\n",
    "    except UnicodeDecodeError:\n",
    "        data = pd.read_csv(f\"all_data/+{value}\",encoding='gbk')\n",
    "    data['region'] = china_name[i]\n",
    "    all_data = pd.concat([all_data, data])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "90407436-9b49-472b-8d47-89ff9df0ced9",
   "metadata": {},
   "outputs": [],
   "source": [
    "origin_data = all_data.drop(\"Unnamed: 0\",axis=1).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "407cda3f-ce5d-4bbc-b469-6bd014f13708",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 8992 entries, 0 to 957\n",
      "Data columns (total 8 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   title       8992 non-null   object \n",
      " 1   configs     8992 non-null   object \n",
      " 2   area        8992 non-null   object \n",
      " 3   direction   8992 non-null   object \n",
      " 4   floor       8992 non-null   object \n",
      " 5   build_year  8992 non-null   object \n",
      " 6   price       8992 non-null   float64\n",
      " 7   region      8992 non-null   object \n",
      "dtypes: float64(1), object(7)\n",
      "memory usage: 632.2+ KB\n"
     ]
    }
   ],
   "source": [
    "origin_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "da480b93-9d5d-4f1b-97ce-89ca96040f89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>configs</th>\n",
       "      <th>area</th>\n",
       "      <th>direction</th>\n",
       "      <th>floor</th>\n",
       "      <th>build_year</th>\n",
       "      <th>price</th>\n",
       "      <th>region</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>宝中次新花园社区，深业新岸线三期新出宽敞大两房，业主不反价</td>\n",
       "      <td>2室2厅1卫</td>\n",
       "      <td>85.83㎡</td>\n",
       "      <td>南北</td>\n",
       "      <td>低层(共26层)</td>\n",
       "      <td>2008年建造</td>\n",
       "      <td>745.9</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>南北通透 精装 92平 天悦龙庭 2室2厅 地铁口</td>\n",
       "      <td>2室2厅1卫</td>\n",
       "      <td>92.58㎡</td>\n",
       "      <td>南北</td>\n",
       "      <td>中层(共28层)</td>\n",
       "      <td>2006年建造</td>\n",
       "      <td>818.4</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>急用钱（一口价45万，付2万，供1860）独立红本，送车位</td>\n",
       "      <td>3室2厅2卫</td>\n",
       "      <td>96㎡</td>\n",
       "      <td>南北</td>\n",
       "      <td>中层(共30层)</td>\n",
       "      <td>2015年建造</td>\n",
       "      <td>150.0</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>看房要雨露均沾 独宠宏发领域 值得拥有</td>\n",
       "      <td>4室2厅2卫</td>\n",
       "      <td>139.74㎡</td>\n",
       "      <td>南北</td>\n",
       "      <td>低层(共32层)</td>\n",
       "      <td>2007年建造</td>\n",
       "      <td>1151.5</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>窦店万科幸福汇 电梯房 精装三居 楼层好 窦店万科幸福汇 电</td>\n",
       "      <td>3室2厅2卫</td>\n",
       "      <td>96㎡</td>\n",
       "      <td>南北</td>\n",
       "      <td>中层(共30层)</td>\n",
       "      <td>2015年建造</td>\n",
       "      <td>150.0</td>\n",
       "      <td>宝安</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            title configs     area direction     floor  \\\n",
       "0   宝中次新花园社区，深业新岸线三期新出宽敞大两房，业主不反价  2室2厅1卫   85.83㎡        南北  低层(共26层)   \n",
       "1       南北通透 精装 92平 天悦龙庭 2室2厅 地铁口  2室2厅1卫   92.58㎡        南北  中层(共28层)   \n",
       "2   急用钱（一口价45万，付2万，供1860）独立红本，送车位  3室2厅2卫      96㎡        南北  中层(共30层)   \n",
       "3             看房要雨露均沾 独宠宏发领域 值得拥有  4室2厅2卫  139.74㎡        南北  低层(共32层)   \n",
       "4  窦店万科幸福汇 电梯房 精装三居 楼层好 窦店万科幸福汇 电  3室2厅2卫      96㎡        南北  中层(共30层)   \n",
       "\n",
       "  build_year   price region  \n",
       "0    2008年建造   745.9     宝安  \n",
       "1    2006年建造   818.4     宝安  \n",
       "2    2015年建造   150.0     宝安  \n",
       "3    2007年建造  1151.5     宝安  \n",
       "4    2015年建造   150.0     宝安  "
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "origin_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "d179dfa4-3ea5-47f4-a694-d192374ed033",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = origin_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee95a16b-5ff8-4ec7-8125-9d46a438a643",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 2，数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "e158f8eb-6c15-4357-b8bb-45be62432ad7",
   "metadata": {},
   "outputs": [],
   "source": [
    "encoder = LabelEncoder()\n",
    "def data_floor(data):\n",
    "    list_result = []\n",
    "    for i in data:\n",
    "        if len(i) == 3 or i[0] == \"低\":\n",
    "            result = 1\n",
    "        else:\n",
    "            if i[1] == \"中\":\n",
    "                result = 2\n",
    "            else:\n",
    "                result = 3\n",
    "        list_result.append(result)\n",
    "    return list_result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "970c827d-84eb-405b-ad2e-45e677bf2e55",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_price(data):\n",
    "    list1 = []\n",
    "    for i in data:\n",
    "        try:\n",
    "            list1.append(float(i.replace(\"万\",\"\")))\n",
    "        except:\n",
    "            list1.append(float(i))\n",
    "    return list1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "3cb68754-4fb3-4f83-896c-ae3ffb4addad",
   "metadata": {},
   "outputs": [],
   "source": [
    "def configs(data):\n",
    "    list1 = []\n",
    "    for i in data:\n",
    "        if len(i) > 6:\n",
    "            list1.append(int(i[:2]) + int(i[3]) + int(i[5]))\n",
    "        else:\n",
    "            list1.append(int(i[0]) + int(i[2]) + int(i[4]))\n",
    "    return list1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "b378996c-460f-4f74-90d1-0da361f712db",
   "metadata": {},
   "outputs": [],
   "source": [
    "direction_labels = origin_data['direction'].unique()\n",
    "data_area = [float(i[:-1]) for i in data['area']]\n",
    "data_direction = encoder.fit_transform(data['direction'])\n",
    "data_floor = data_floor(data['floor'])\n",
    "data_build_year = [int(i[:4]) for i in data['build_year']]\n",
    "data_price = get_price(data['price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "91800f7b-fcc3-40ad-9a7d-214dbc9a2dda",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['area'] = data_area\n",
    "data['direction'] = data_direction\n",
    "data['floor'] = data_floor\n",
    "data['build_year'] = data_build_year\n",
    "data = data.drop(\"price\",axis=1)\n",
    "data['price']=data_price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "7642a9d3-a3a7-421d-b8bc-d533babe15f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 8992 entries, 0 to 957\n",
      "Data columns (total 8 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   title       8992 non-null   object \n",
      " 1   configs     8992 non-null   object \n",
      " 2   area        8992 non-null   float64\n",
      " 3   direction   8992 non-null   int32  \n",
      " 4   floor       8992 non-null   int64  \n",
      " 5   build_year  8992 non-null   int64  \n",
      " 6   region      8992 non-null   object \n",
      " 7   price       8992 non-null   float64\n",
      "dtypes: float64(2), int32(1), int64(2), object(3)\n",
      "memory usage: 597.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6da7663-56da-4dd5-b862-a3d5a3985290",
   "metadata": {},
   "source": [
    "## 3,数据可视化分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "9465bb1b-d7e2-4c71-8669-f54d78ea0722",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20,6))  # 设置画布大小 \n",
    "colors = np.random.rand(len(data['build_year']))\n",
    "plt.scatter(data['build_year'], data['price'] ,c=colors,cmap='viridis')\n",
    "plt.colorbar()\n",
    "plt.title(\"年份与价格关系散点图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "415843c1-5939-4ccf-9094-d60e7aa1b9c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20,6))  # 设置画布大小 \n",
    "ax = origin_data['configs'].value_counts().plot.bar(color='c',width=0.8)\n",
    "ax.set_title(\"图1：户型数量分布图\")\n",
    "data['configs'] = configs(data['configs'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "5bc5befa-7fdc-4718-937a-b6b2fe6cc051",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 楼层，装修，面积，建成年份等与二手房价格相关系数图\n",
    "data_corr = data.drop(\"title\",axis=1).corr()\n",
    "p = sns.heatmap(data_corr, vmax=1, vmin=-1, center=0,fmt='.2f',cbar=True, annot=True,cmap=\"Spectral\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "04616bcf-c6b1-4775-8b60-40fb11c7f439",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='build_year'>"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BgKyKTDz72+N4dPs9YJim4SiZRIZYv64AQAmrxOE4TCEi5rJBQohpxsZMwOdJW8CAwZen1+OdQ29ArVHjSOZBbLv4HY5kHhQk7MwS//1zNZbuXKydf2KqtitmON0C4gFQwipxPA5TiIi1bJAQ0t6B63uw4LuZ+Piv/7Y7NrvnPLw37WMAwOpDryH23QDM3DQeD29fiJmbxqPPumiz53M9/etjeODH+bhYcJ6X9gPAt+c2YuOZz5BZfsOs5+UodOeZdG8uRPhIfiWkIzGrENm4cSMYhmn3b+PGjbh06RISExPh6+uLZcuWtepSNXTMVrhlg9zM/LYYMAiXR/K+bJAQ0t6lwvP4/dqvOJt3UufxfyT+E3N63gkAUNRVtDpmyeTyPWm/4eeUH6HicRKsNkvEzJh3bapqmx6Rrv49AABpNDRDHIxZhcjChQtRXl6u/ZednY2AgAAMHz4cM2fOxKBBg3Dq1CmkpKRg48aNAACVSqX3mC1xywYBtCtGhFw2SAhpL6siEwAQ5ROt87hao8bfOX/pPGbunjSNmkbkVeYC4CdVlWNploi+oRnqESGOyqxCxNnZGT4+Ptp/X3/9NZKSkpCamgqFQoE1a9YgLi4OK1euxIYNGwAAu3bt0nvM1rhlg6Hy1oFG3LJByhEhxDa4QiTSW/fqED4nlxdU5kPDauAkcUKwZ4hF7dXF0ph3fVHz8UG98NGsL7Hpzm38NJCQDsLiQLO6ujqsW7cOJ06cwKZNmzBs2DC4u7sDAPr27YuUlBQAwPnz5/Ue00WlUkGlUmm/ViqVljZRp1kJSZjeYzZWHXwN7x15C32C++Pgo6eoJ4QQGzLWI8Ln5HIu2j1UHg4Jw9+0OG5opsTcQkS7z0zrfWU8nT1x74AH+WkcIR2Ixb+V3377LYYNG4bo6GgolUrExMRojzEMA6lUivLycoPHdFm1ahW8vb21/yIj+etK5UglUozsMgYAoGbVVIQQYkMsyxotRPicXM71QPAVZsbh0lVLzExX/Wj2l/g8aQv6hPTntT2EdFQWFyLr16/HY489BgCQyWRwcWkdm+zq6oqamhqDx3RZsWIFFAqF9l92dralTTQo2jcWd/dbpJ0QRwixjfLaMlQ3VAPQXxzwObmc6xGJkPP7ocbSOSKJEcNwZ5+F8HcPaHcsreQqvjr1Kf5I+42XNhLSEVg0NJOeno709HRMmjQJAODn54dLly61OqeyshLOzs4Gj+ni4uLSrnARQoxfHD6Zs1Hw+xBCWiusKoCXsxfcnT3g5uSm85yWe9IwYHRukGfq5PKq+io4SZx47xGZ2HUKzj6Zrh2i4cOe9F144fenMbvnPEzuNo236xJizyzqEdm6dStmzJgBJycnAEBiYiKOHz+uPZ6ZmQmVSgU/Pz+DxwghjichqBeylitw6olrBs/TN7nczcndrMnlL45/A4Uv1eG5sa9Y3GZd5C5yxPjFwcvFy+TnpJVcxYaTn+DYTd2TbLtxS3hp5QxxIBYVIrt378b48eO1X48ZMwYKhQJff/01AGD16tWYNGkSpFKpwWNiq22oRY4iG6pGlfGTCSG8YRjGpDfwWQlJuLgkEzsXHcCyMS8DANxl7pgRP8es+0kYCVxlrpY0lVdHbx7Cs789jnVH39F5nEtXvV6aZjcJsoQIzexCpLa2FidOnMDw4cO1j8lkMnz22Wd47LHHEBwcjG3btmH16tVGj4kt8aMe6L02CpcLL4jdFEKIHlKJFKOjx2HZmJfg7uSO0toSpBRdMv5EG3j7wCt4KvkRlNWUmnS+NlVVz3yVSO8ouMpcoVKrkK24yVs7CbFnZhcibm5uUKlUiI+Pb/X4nDlzkJaWhs8++wypqano1auXScfE5Nc8Way0pkTklhDiOJ7b9RQWfDcTf2X9adbznKXOGNllLADg4I29Jj2ntqEWt20Yjgd+nC9Iz+dXp9bj67NfaAPTjNGXIcKRSqSI9esGgPacIY6D171mwsPDMXv2bAQGBpp1TCzcrPWyWtM+zRBCrPdn5kH8fu1X1NRXm/3csbFNE+QPmViI5CqzcTLnOPam74KzVPcEeWsEmhnzri9VtaXutPkdcTAWB5p1Bv7UI0KITbEsi2wjGSKGzExIQphXOMbETDDpfG7pbrg8EgyjeymwNQI8goDiyyYv4c3Vs+FdS9yeM+kltOcMcQwOXYj4uvkDAMqoECHEJirqylFZXwnAsoCxLj7R6GJGAcPNyeB76S6HCzUzpRBhWfZWuJqBHpG7+92PcbGTEB/Yk59GEmLnHLoQoR4RQmzrZnNvSLBniN4MET617BERQoC76THvZbWlqGve/TesTbx7S3H+3RDn342fBhLSAVAhAipECLEVY9HupiiqKsTmsxtQWFWA/0z9wOC5QsW7c8yJefd09sJvDxxGcXUhXGTChzYS0lE4dCHSK7gvFvZ/AIPChojdFEIcgrFdd02hUqvw5v4XIWWkeGnCW5C7yPWeq+0RMTAnwxrmxLy7yFwwoovxSHoA+PnyjziTdxL39H8QPQITrGojIfbOoQuREV1Gm/yHgRBivfpGFTydPa3qEYn0jkKcXzdcL0vD0cxDmNpjpt5zWbCQSWSC9YjM7TUfE+Im8xrzDgBfnf4UhzL2oUdgTypESKfn0IUIIcS2nhm9Ak+PWo5GTaNV1xkXOwnXy9Jw8MZeg4XIz/ftETSh1NfND75upm1XsS/9d2SUX8fwqNHoFdzH4LndA+JxKGMfRb0Th8BrjkhHxMW8s2z7TbUIIfxjGAZOUierrqHNE8kwnicilUhN2hxPaD9c/Ab//u1f2Ju+y+i53BLetFJawks6P4cuROoa6xC60h2910ZplxQSQuzfmOjxYMDgSnEK8ivzRGtHvboeb+x7AU8mP6xdEaNPrpF495a4UDPqESGOwKELEVeZKzycPABQlgghQquoLceIT/riru9mWT1c4uPmiwFhgwEAh27s03nOoRv7MOmLYXh97wqr7mWIk8QJHxx7F5vPbkCJkXRVY/HuLXGb390oS0eDusH6hhJixxy6EAFovxlCbOVmRSZSii7idO4JXoZKxsZMhKezp96ls2mlV3Eq9wSulqRafS99GIZBgLvxJbwaVoM8ZQ4A03pEwuThcHdyR6OmETcrMvhpLCF2igoR96Z0VSpECBEWHxkiLT09egUynivDE8Of0Xk8V+BUVQ63YsZQqFlJdTHq1fVgwCDUK8zoNSWMRDtPhPacIZ2dw6+aoVAzQmyD29aer0LEUH4IAOQomzJEDMWp80EbamZgaIYblgn2DDF5ou76uV/D29UHYV7h1jeSEDtGhQgVIoTYhLZHxDua92vXNdbBVeba6jGh95nhmBJqlmPCZndt9QzqbV3DCOkgHL4Q8XNrKkRosiohwuJ7aAYA9l//A8t+ewLdAxPw3V2/tDomdKoqx5+bI2KgEBkdMx67HjwiaDsI6agcvhAZGjkCVfWV6Bc6UOymENKpCVGI+Ln543pZGoqqCtCoaYRM0vQnTa1RI78yF4DtekQMTVb1cfXB8KhRZl23oq4CHx59F9nKLHw652swDGNVOwmxVw5fiCT1XoCk3gvEbgYhnZ6ns6fV8e5t9QnpD183P5TXluFM7kkMiRwOAFDUVSBMHoHiqkKEeIbydj9dFg18BHf0vhtBnsG8XtdZ6ow1f64CCxYrJ6/RzkUhpLNx+EKEEGIbux/6k/cEY6lEijExE/BLyjYcvLFXW4j4ufvjwpIMaFgNJIywiwMDPAKNFglfnloPDavB9Pg5Jq2aAQB3J3dEeEchW3ETaaVXqRAhnZbDL98FgJqGGhRU5ovdDEI6PYZheB9iGBfTFPd+UEfcu9BFiKnW/LkK//7tX9p5K6aihFXiCOzjt1RElwovIGylB8Z8OkDsphBCLDCued+Zk9l/oaq+yub3V6qUeH3vCjzz6z91Hldr1MhXNs1XMSXMrCUuYZWyREhn5vCFSMvlu7TxHSHC2Hj6M4xc3w/rjv6H92tH+8YiyicaDZoG/HWzaWXK6oOvY9IXw/DDhW94v58u/z26Gl+eXo/q+up2xwqrCqBm1ZAyUgR7hph13W60+R1xAA5fiPi5NSWrqlk1FCqFyK0hpHO6WpyKy4UXBMnrYRgGd/W9Hw8OWoxgr6aJqZcKz+NU7gko6ip4v19bXs5ecJG6ANC9coYLMwv1CjM72r4bDc0QB+Dwk1VdZC7wdPZEVX0VympK4OPqI3aTCLEJtUaNY1lHUFiZj2CvUIyIGs3LHjC6ZCkyAfC7dLelF8a/3upr7s1f6KW7QFMhFOgRhBxlNkqqi9ClzfeYa0GYGadbQFOPSFFVARrUDSanshLSkTh8IQI0bXxXVV+F0poSxPp1Fbs5hAguOXU7lu9eot2IDQDC5BFYPWUdZiUk8X4/ITJEDNGGmQkc787x9whsLkTa94jkcLvuWtCWEM9QnHvqBqJ8utjNxFtC+Eb/ZYNi3oljSU7djkVb57UqQgAgX5mLRVvnITl1O+/35AqRSO8uvF+b06hpxN/Zf+Fs3ilt3HqkDXpEAMMx7+bsutsWwzCI9o2hIoR0atQjAipEiONQa9RYvnsJWLSfmM2CBQMGK3YvxfQes3kbpqmoq9DO1Yj0Ea4QeWv/S1h79B2M6DIGAOAmc4Ovm59g92vJUMz70pHPY1bCHZQDQogeVGYDGB87Gff0fxBdfGLEbgohgjqWdaRdT0hLLFjkKrNxLIu/fVGyK5p23fV3D4Cnsydv121rdPR4AMCxm4cBNM0PsVUsuqGY9yDPYAyLGomu/t0tuvbRm4fx0La78PaBV6xqIyH2inpEAPxr+NNiN4EQmyg0Mbiv5XnWTmpVNdahZ1Bv+DX3PAplWNQoOEmc0KBpAAB4u/pArVELNgG3pSeGP4tHhjyBIA9+Y94BoKS6GNsv/4BB4UPw4vg3eL8+IWKjQoQQB8ItbzX1PD4mtQ6OGIpj/7xofmPNtO/672BazKU4lXsCfdZFCzYBt6UQPT/XBnUD3j7wMsLlkXhg0KMWrXppma7Ksixtfkc6HRqaAcCyLKrrq2mOCOn0RkSNRpg8Agz0v5mFyyMxImo0klN+wv1b77DppFZLcRNw69WqVo+L3db8yjysPfoOXvzjGYt7ZmL9ukLCSKBUKVFUXchzCwkRHxUiaPojFr7KE/f+IOynJkLEJpVIsXrKOgBoV4wwzf9bNWUtAODp/z2m8xrcRNcVu5dCrVEL11gTGZuACwjf1qKqQry2dzle/P3ZVo/fCjMLt3jli4vMBVHe0QCAz//+GEcyD9rFz50QvlAhgqadOgGgjHpEiAOYlZCETfO3IVQe3urxMHkENs3fhlkJSTiWdcRgD6E5k1qnbxyHkev74UzuSavbrosYE3Dbqm2sxdqj7+CLkx+32irCmjAzTnLqduRX5QEA3jvyFmZuGo8+66LtqkeKEGvQHBHcinmnoRniKKZ0n4EQz1BkK25Cw2oQ4hXWahKqJZNa9blceAEVdeVwdXKzqs3WtMGc8ywR0Lx8V6VWobK+EnIXOYAWCa8WBqtxQ05te3u4ISeucCSkI6NCBLdyRMpqS6FhNRQeRDq9HEUWJn85Au5O7sh7of1GbeZOatVHUadARV05AOHCzPhqqzU8nD3g4eSB6oZqlFQXaQuRHIXlqapiZL4QIgZ6x8WtoRkNq7HJJlmEiI1LAA3Us9zU2KRWBox2Uqsh2YqmDBE/N394uXhZ0WL9+GqrtQK4LJEWMe95lc2pqhYMzdjDkBMhtkCFCABnqbP2EwwNzxBHUFTVtPqCC+Jqy9CkVjR/vWrKWqOfxG2xx4yxCbiAaW21Fpec2jLmPdeKHhF7GHIixBaoEGnmS/NEiAPhosgDPfUHcOmb1BreYlKrMbba7M6UCbhCu9UjcqsQ2XLXz9j94J8YFjXS7OvZw5ATIbZAc0SazYifC0VdBbxdfcRuCiGC4/IojCWBzkpIwvQesy1OVrXlrrvWttVage7tY97D5REIl0dYdD1uyClfmatznggDBmHyCMGHnAgRGhUizd6+/X2xm0CIzWh7RPQMzbQklUgxOnqc9uvi6iIo6ipM2jvFz80fCYG90M2/h8VtNUfbttrSC+PfwHNjX0GQgV4mc3BDTou2zgMDplUxYsshJ0KERkMzhDggrkdE32RVfTaf/RI93g/Fy3uWmXT+v8e8iL8ev4RFgx4xu40dTZg8HFE+XeAqcwUAXClOwWt7l2Pbxe8svqY9DDkRIjQqRJqxLIuq+ipU0KoZ4gDm9pyPpSOfx+CIoWY9b2BYIjSsBvvTf0dVfZVAresczuWdxtqj7+Drs19YdZ1ZCUm4uCQTK2//LwAg2CMEF5ZkUBFCOg0qRJqtPfoOIlZ54eU//i12UwgR3Jxed+K1SasxKHyIWc/rGdQbsX5doVKrsDdtl8FzWyaMOoKbFZl4be9yvH3gFQC3wswsWTHTllQixfw+9wBo6s2qa6yz+pqkKavlSOZBbLv4HUXni4gKkWY+rr4AaNVMW/SLSlpiGAYz45s+ie+8YjhiPKXoEqJW+2DGpvG2aJroymvLsPboO9h8pqkHxJqlu7oEeAQiwD0QLFiklVzh5ZqOLDl1O/qsi8bMTePx8PaFFJ0vIipEmvlx6apUiGjRL2rn1KhpxKmcE7hZkWlRr8XM5iGB36/9avCTeVZFJpQqBSpVSovb2pFwE39LaoqhYTXIbQ4zi7Bin5m2egT2BACkFl/m7ZqOiIvO7wg7SzsCKkSacTHv1CPShH5RO6/CqgJM2jAMgz7spnNZqDEDwxMR5hWOqvoqHLqxT+95tly6aw+4/WYaNY1Q1FXw3iMCAL2C+yLOr5vDDXvxyR52ayatUSHSjAqRW+gXtXMrbpGqasm+ShJGgunxcwEAyak/6T1PW4g0b2Hf2bnIXCB38QbQFPOunSPCY4/IO1PW4fST17Cw/yLeruloKDrf/lCOSDNuv5ny2jKoNWqHXptvzi+qWJkNxHJcBHmACRki+tw38B/oGzoA03rM0nsOt8+Mo/SIAE3zOJQqBbIqMlFeWwagaaktXxhG9346xHQUnW9/qBBp5tcc8c6ChaKuQluYOCL6Re3cTE1VNaRvSH/0Delv8BxHG5oBmnqZbpSlo6q+EheX3kSuIhvezb0kfOKGZuyxMFFr1KKl25qCovPtDxUizZykTrij911wk7lbNG7emdAvaufGDc1Y0yNiCkcsRLifaWlNCSK9oxDpHcX7Pe7+fjaO3TyMX+7bi/5hg3i/vjWSU7dj+e4lrXpUw+QRWD1lnd3knlB0vv2hOSItbLjjO3w0e4N2voijspdt1YkwuKEZa3pEAKC6vhr/d3wt7tt6BzSsptWxBnUDEiOGISGwFyJ9ulh1n45k1e1rcXHpTdzT/0HB7qGsU0BRV4ErxSmC3cMSHWWCe8vdmtui6HxxUCFC2qFf1M6tuPrWZFVrSCVSrDrwCnambsfZvFOtjjlJnfDDwl/x1+OXIHeRW3WfjiTKpwsivaOwJ30XXtu7HIczDvB+j4TAXgCAK3a0hLejTXDnovM9nb1aPR4qD6fofBFQIdICF/NeXV8tdlNEx/2itt2NmPa46PhmJCTh6ZHLMSRyhFXXcZW5YnL36QCAnXbyadde7En7DWuPvoOjNw/xfm0uS8SeekQ64kqUWQlJuPl8OXYuOoB/DP4nAtwDMTM+if62iYAKkRaeTH4YEau88MXJj8Vuil2YlZCEG8tKsHPRAUzvMQc9AhLw4awN9Ivawc1KSMKrk1ZhWNRIq681o8Uy3pbZFo2aRquv3RFdK7mCV/Y8h01nPgfAb4YIJz7I/npEOuoEd2635jExE1FSU4x913eL3SSHRIVIC9ynf8oSuUW7rToDXC1JpWhp0sqkrlPhInXBjbL0Vmmfr+9dgS7v+OKDo++K2Drby1fm4oNjt75nPlNVOfHNPSI3yzNQ01DD+/Ut0REnuKsaVahtqAUAjIudBJlEhvTSa8gouy5yyxwPFSItUKhZa3+k/Ybc5u7WGN84AEBGOf2SdmQaVoNTOSeQWZ7RboKpJbxcvDA+bjKA1sMzWYpMKOoq4CxzsfoeHUnblUhC9IgEegTB3z0ALFhcs5MPBh1xgvvuazsRutId87ZMhberN4ZFjQIA7Ek3vJkj4R8VIi1whUhZbanILRFfVX0VFn4/G73+G4msiptUiJjI3jcJLKspxaQNw9D/g1je2sbtPdOqEHHApbtAU6BZS3ymqrY0LnYSJnWdAthJ1HtHnOCe0xzBz6Xh3tZ1KoCm+T3EtihHpAXf5hAz2vgOOHbzMBo1jYjyiUaUTxfE+DUVIpnUbalXR8hQ4Jbu+rr5wUnqxMs1p3afCQ8nD0R4R6GusQ6uMleHLUS4Xbw5bjI3Qe6z4Y7vBLmuNWYlJOH12/6DV/Ysa/V4mDwCq6astZvfAU6OIgvArV6r27pNw6t7n8eRzAOobaiFm5Mwrx1pj3pEWqChmVu4zczGxUwCcGtoJrP8Bi9d+p2NuRkKYvWc8JGq2pafuz+uP1eC7+9OhqvMFVX1VdrfoUhvx8kQSU7djgEfdm31mKPtVt12qfacnvNxYUmG3RUhALR7AUU0h84lBPZChDwSdY11+DPzoIgtczzUI9ICFSK3HMpoKkTGxk4E0PTLKmWkUKlVyK/MQziP+2d0dMYyFBgwWLF7Kab3mA2pRCpqz0kJD/vM6OIqc9X+/+yKpj1mvF194O3Kf7y5PeIK0bb/DXCFqFBL3itqy+Hj5mv8RBvh8mTcZG6obawFC41dDce0pO0RaR4+YxgG9w18GOW1ZdrihNgGFSItBHuGYHr8HAS4B4JlWbvcx8EWSqqLcanwPABgTMwEAE0BVTF+cWhQN6C8towKkRZMzVA4eGMvqhuqRXnD4hQ1x7sHefLXI9JSZnkGLhScBeA4wzLmFqJ8UNQpMPij7k27/L5QBXcnd16uay2uEJmZkIStF7do3+ytJcT+NW17RADg+bGvWHVNwP732rFHVIi04Ovmhy0LdojdDNEdztgPAOgV3LdV+uaJx1PoF0oHU7MR7tgyBTKJzKZvWG3dSlXlvxB5/JcH8e25jUjqtQCTu01DjG9X40/qBMTYrdrb1RsaVqNdOdM/dCAv17VGXWMdUosuAQAeHfIkpvaYhRg/6/8bEKIHUdWoQmFVAQAggseVTR1hnpg9ojkipB1uWIabH8KhIkQ3c7IRDAV92SJ9kpusam28uy7xAU35FtfL0jC/z72YkTDX7lYNCUGsMC8uYfWqnSSslteWYWT0WHT1745B4UMwt9d8qwskofavqWuswz39H8SkrlPa7S1Wr67HoYz9OHbTvN/DjrLXjj2iQqQNlmVRqaqEqlEldlNE8/KEt/HlHd/j7v6LxG5Kh2BqhsJ/pnxo0vWETJ+c1mM2nhm1AiO6jOH92m7NwwPn88/g4e0LMXPTeIeYrClWmJd2z5ki+0hYDfUKw8/37cGpJ67yMqwt5P413q7e+Hj2l9h2z652bf3s748w++uJeO/IW3bRVkdAhUgb0zaOReRquUOH2gR4BCKp9wL0Du7b6vFzeadx+5cjceeWaSK1zD6ZmqGQENzbpOtJGOF6nqb2mIlXJq7ESJ4LkeTU7Xhu15PtHneET4NihXnFNxciqXYU9d7S4YwDWH/iA6SXXrPo+WLtX8PliRzNPGTyvmMdca8de2JxIbJ8+XLMnDlT+/WlS5eQmJgIX19fLFu2rNW+E4aO2Rt58yx/yhJpTyZ1wonsYziZc1zsptidWQlJWDNjfbvHW24SaOwNi/Nk8kP45Pg67acnew9Jc/RPgy0L0bavrZBhXvY2NKOoU7T6et3Rd7B89xL8lfWnRdcTcsirorZcG+/eVveAeET5REOlVuFIpmm7J3fUvXbshUWFyKVLl/B///d/WLt2LQBApVJh5syZGDRoEE6dOoWUlBRs3LjR6DF7pE1XrXHMdNX3Dr+N94+sRLaO2e5clkhFXTkqastt1iZ7fyPmdPXvDqCpi/qLpG+xc9GBVhkKxt+wGHTz74Hqhmqs+H0pJn4xFB8cew991kVj5qbxVg93sCyLkznHec+CoU+Dt3arDpWHt3pcyN2qE5o3v8ssvyH6njO1DbWIezcAfdfFaP82cKtRLF05I+SQ12t7lyN0pTvWHFnV7hjDMNpekb1ppvWMd8S9duyJ2YUIy7JYvHgxli5diri4pjemXbt2QaFQYM2aNYiLi8PKlSuxYcMGo8fskb+b42aJaFgNPjmxFm/uf1HnHw8PZw8Ee4YAsF3Ue3Lqdt7eiIWWUZYOoGm10bw+d2N09Lh2n4INvWF9PX8bTvwrBWtnfAq5izfO5Z/GK3uW8Tb5raq+CrdtGI7+H8Tp/TRoCfo02GRWQhIuLsnEzkUHdBaifAtwD8S0HrPxcOK/UMfj62mJS4Xn0ahpRG1DjXbzUC7MLltx06JrCjnklaNs+vumL0/ntm5Nw89/pP9mUg8+11Z97HGvHXtidiHy+eef49y5c4iJicGvv/6KhoYGnD9/HsOGDYO7e9Nktb59+yIlpam70NAxXVQqFZRKZat/tuTXHPNeWut4hcjlwosorSmBh5MHBoUP0XmOds8ZG0S9d7RZ6NzPhPsZ6WPoDUvCSPDAoEdx/PHLeuPBLR3u4Jbuejh5wMPZw+TnGUOfBm/hdqvWV4jyiWEYfHvXz3h32ofav1ti4fJDBoQN1k7+5HpEuIA7cwk55JXbvM9MpJ7gstHR4+EidUFWRaZJGwtKJVIsGbFM5zF73WvHnphViFRVVeGll15Ct27dkJOTgzVr1mDMmDFQKpWIiYnRnscwDKRSKcrLyw0e02XVqlXw9vbW/ouMFGbTKH0cOV314I29AICR0WPhLHXWeU60n202v+uI8w6GRo3Ew4Mfx5iYiUbPNfaGdb0sDbWN+j/lWjLcUSxQqmpH3HmV8Otc/mkAQP/QwdrHIn2aekSsCTUTasirbapqWx7OHhjVnPnCxRkYc7D5vJYpw3y01RGYVYhs374d1dXV2L9/P15++WX88ccfqKiowJdffgkXl9bbfbu6uqKmpgYymUzvMV1WrFgBhUKh/ZednW3mt2QdP+0cEccrRA43/yIZeiO1VY9IR5x3MKX7DLw3/WPMTJhr9bWEGO4QKlVVrMmapEmlqhLXS9NEbcO5Fj0iHG5oJleZbdWcpFkJSdj7j+PYPP8nDA4fijt7L8TJf12x+I1dUadAZX0lgFsb3uny4vg3cXjxWTyS+C+j1zySeRC7riZDykhx4JFTWNjvAQDAlO4z7XavHXtiViGSk5ODoUOHws/PDwAgk8nQt29f1NXVobi4uNW5lZWVcHZ2hp+fn95juri4uEAul7f6Z0vRvrGYHj8HY034VNuZ1KvrcezmYQAw+L139e+OCO8o7eoioTj6vAMhhju4oRm+e0QAcSZrEuCvrD8RuVqOeVumitaG6vpqXGleudM/bJD28VCvMEgYCerV9doi2FJv7n8R9229A7MS7sDnd2yBu7PlkfZcb4ifm7/BIcqB4YnoG9LfaCaKhtXgpT+eBQA8NPgxJAT1Qu+QfgAAT2dPKsBNYFbEe2RkJGprW3cX37x5E++//z7++9//ah/LzMyESqWCn58fEhMT8cUXX+g8Zo96B/d1yJj3UzknUN1QjQD3QPQK7qP3vDt634U7et8leHs62ryDmoYapJVcRYxfXLsdSC3BDXfkK3N1Dk8xYBAmjzBruIMbmuFz592WZiUkYXqP2bTPhg3F+XUDcGvljBh7zlwsOAcNq0GIZyhCvcK0jztJnbB5/nYEeQbD1826v/eZzUPB+oZSzGFsWMZcWy9swfn8M5C7yPH82FcBACO7jMXbk9doVzYRw8zqEZk+fTpSU1Oxfv165OTk4IMPPsC5c+cwefJkKBQKfP311wCA1atXY9KkSZBKpRgzZozeY8R+5Ciy4OnsiTExEyBhxM+562jzDi4VnMfYzwZi+P/x84dHiOGO4ipunxn+e0Q4tpysSZpeSz83f7BgkVZyVZQ2eLv64KFBj2Fen4Xtjk2Pn43EiGFwkbnoeKbpbjSvSIv2jUWOIhuZ5TcsvlaQZzDu7f8QpnSfafTcc3mn8djPi/DGvhf0nrPl3FcAgGdGvYAAj0AAQL/QAfjX8KcxIW6yxe10JAxrZrrY8ePH8eyzz+Ls2bMICQnBmjVrMGfOHPz8889YuHAhvLy8oFarcejQIfTq1fRH2dAxY5RKJby9vZGlUNhsmIZlWVTVN+1o6Uh/SBvUDVDUVWh/mcTGrZoB0KpXgHsjtqcu/+/Pb8ZjP9+PUdHj8Osi00KQTKFrE61weSRWTVlr9vf+R9pvOJF1FGNiJmBsrGMNPXZmU78ag7+yjuDTuZuxoO+9YjeHd9X11Qhf5QkAWD72Naw+9BpmJdyBr+dvE/zee9N3Y96WqYiQR+Li0ps6h2nq1fX45uyXuLvfIrg56V7p5qiUSiWivL2hMPL+bfbuu8OGDcPRo0fbPT5nzhykpaXh1KlTGDFiBAIDA006Zo/i14ShsKoAJx5PQY/ABLGbYzNOUieTipAnfvkH9qbvwrqZn+P27tMFaw8370DXbpaWvBELiVtFFMvzjrPccMeXp9Zj2a4nEOAeiAtLMiwqkCd3m4bJ3Siev7NJCOyFv7KO2M2eMy1dKU7BoRv7EO4diRnxcyy6Bve75evmp50Me73MNpNzR3YZC1eZK3KU2UgtvoyeQe23aXCWOuOhwY+1eqymoQaXCy+gQd2AEV3so9fWnvHaBx8eHo7Zs2frLDQMHbM3Xs1j/I6yhNfQjrC6KFUKFFTla7tLhTS1+0x09euu/XrV7WvtchY6F2YW42c4Q8QSUokUc3rdCaDpv0lzXy/SucUHibfnTG1DLU7n/o26xjqdx4/dPIzndz+Fb85+afE9WubzxPl3a34s3eKtQnKVOSYH+rk5uWFMzAQAwJ6031odO5J5EA3qBp3Pu1megds2DMd9W+3r75S9En8ygB1ytCyRV/Y8h0EfdsfWC1tMOl+7hNcG6ap5lbk4nLkfAHDgkZNYNOgRuxwu0/aI+PHbI8IJcA+Eh5MHWLDIqsi06Bqnck4go+y6XWWvEOuJuefM2bxTmPjFUAz5WHfPsbUx78CtIj/Wryu6+MRAykhR01CD/Mo8i6437asxCF3pbvKeWZOa495bboR6pTgFs7+eiBGf9Gm3xw5w68NslarSojY6GipEdPB1a0opdJQskYM39uJ6WRpkEtNG6rhP/Zk2KES4BMRo31gMCBssyqoAU9yaTMd/jwjQFAT424NHcPXZfO2eNuZQNaowacMwDPiwKxR1Ffw3kIimV1AfLBr4CB4busTmG4pyiaq9g/vpPG5tzDsA9A0dgIcHP46JXafASeqELr5NAZmW7OqrYTXaYd5Qr3AjZzfhhjOPZ/0Jpaop6fuVPcugYTXoHpgAbx1RBp4uXgAAlVoFVaPK7HY6GrPniDgCR+oRKa4uQkrRRQDQdkEaY8uYd+6PhqHgIbEp6hTa/1aEGJrh9AsdYPFzS2qasnxkEhl83Hz5ahKxAwEegVg38zNR7n2+OVG1ZZBZS1yPiKKuAkqV0qKl7eNiJ2Fc7CTt13F+3XCjLB03ytIwJma8WdcqqipEg6YBEkaCEBOX/kf7xiLOrxuul6Vh1cFXEeYVgT/SfoNMIsPrk97R+RwvZy/t/6+qr7R61VBnR4WIDo5UiBzOaBr26B3cz+TVMlzM+82KDKg1akGHSnKVTT0idY21+PDYe/B188e9Ax4U7H6WevO2d1FQmc9LhogQWi7dtYfl2aRzOKsjUbUlLxcv+Lj6oqKuHDmKLJ2TPc0V69cNwC6L0mS5IaIwr3CTe4CTU7ejoKopOPGT42u1j4+Pnay3d1IqkcLDyQPVDdWoVCm17ylEN/qLpIO2EHGAje+4/WXMSZKNkEfCSeKEenU98ipzhWoaACCneWimUqXEy3uW4avT6wW9nyW8Xb3x5Ih/4+3b3xf0PqlFl/HSH//Gf/9cbfZziwRMVSXiq22oxYWCc7hQcM5m91SqlEgrbcou6R86SO951uw506hpxPn8s9ohEQCY1HUKlox4zqKMDu6DjalhZlyEQHV9Vbtje9N3Gdx4k5sn0rLtRDcqRHRICOqNGfFzMSBUd5XfmXAbOrXs+jRGKpFiSOQIjOwyVvDtx/Mqm4ZmEiOGA2jaeddR5Slz8NFf7+PHi6ZNKm5J6FRVIq7NZzdgzKcDsOrgqza754X8swCahl8M9aZaM2E1s/wGxn42EAnvh2nnv9zWbSpev+0djI+7zezrZTe3IULPrrstGdp4k2No401unkglFSJG0dCMDo6Qt6DWqLH98g/IqsiEhJFgSOQIs57/vwcOCtOwNmrqqwEAQyKGY8u5r1BQlY9GTaPJ3aq2cC7vNKQSGeL8uwk6mTbaNxZA0x9nlmWN7oHRknZohucN74h9iA9sWsJryywRY8MynOVjX8Mzo1agW0C82ffg5qFF+8WZ9d+7Ptp4dxPmnJmz8ebo5p16W3pi+LOoqq9ClE+0pc11GPbz15zYTNu0Tg2rwfBPemP1lHV2l8+x474/oGpUgQWLZ397HI2aRhRWFSBcHiF207Re/ONZHL15CJ/N/Qbz+94j2H0ifbpAwkhQ01CDoupCBHuGmPxcrkck0J2GZjojbk8TW+45M6nrFADGl6xbM8maW40W02Y1WkFlPtJLr6FPSH+dq1b0GRo5AlWqSgyNHGn0XGs33nxg0KMmt8vRUSGiB8uyqKyvtNvJh5bixjzbdjfmK3OxaOs8s2PThZ6sCkA74zzUKxzZipvIU+bYVSHCLWMWcsUM0JTgGC6PRLbiJjLKrptViEzsejvcnNww3E725iH8CnAPhJ+bP8pqS5FWctWqN39TJQT1EnxTN335PLO+noBrJVfw8317zBpWnttrPub2mm/SuR1t482OjOaI6FBRW46gt1wQtdpbb3JeR2RozJN7zNCYZ0vHs46i55oITNowjPd26sMVH4a6S22ttqEWuc3tESrMrKVbGS7mbfo1IW4yXprwFiZ2vV2IZhGRMQyjTVi9IkLCqiEVdRX49MSH+M+hN81+boaeHpHY5l2HLVk5YyprN97MU+biZM5x3LQwgNCRUCGig5eLHGq26c24vLZM5Nbwx5wxT2O8XX2QV5mL66VpgoUonc79G7O+nqjd+TKsuRDJtaNC5GZFBgBA7iKHX3MQnpCifZrmidgi1ZZ0LPEBTQmrtpgnkl56DT9e/NakgljVWIfndz+F1YdeM/uDnb4ekTiuEDFjz5lGTSPSS6+ZHO9u7Q7Y//1zNW7bMBybz2wwuY2OigoRHaQSKXxcm0KfOlOWiLVjni1xEyeVKoVgxVpayVUcztiPU7knAADLxryMg4+exj397SdHRDuG7deVl8l0xnA9IubGvJ/O/Rs3ytJpn5pOTNsjUiJ81PtvV37BI9vvwWt7lxs9N9AjCM5S56ZUUzOW+6s1am2hE91m2JPbc8acQiSrIhODP+qBuHcDTP7wxG28GSpvncIaJo8wOoztRatmTEZzRPTwdw9AWW1ppypE+BzzdHNyQ6hXGPIr85BRfh1+7vz3BrRNVRV6PNoSLTfksoX7Bz6Mu/rdb9b8EA2rweQNI6Bm1Uh9JhehXmECtpCIZUzMBLw+6R0MDB8i+L3O5jetmDGUH8KRMBJEeEfhRlk6chRZ6GLiKpIGTQNenvA2MstvIKLNKheuR+SGGUMzXCZRuDzSrA8N3A7Yx7KOoLAyH8FeoRgRNdro3DguR6SyngoRY6gQ0cPfPQBppVc7VSHCjXnmK3N1zhNhwCBMHqF3zLOtaN+4pkKk7DoGCfDHTxs+ZMfx7pkCb3bXliUJjWU1pdqhxgB3+9/9mlgmPrAn4ps3wBOaqUt3OZHeXXCjLB3ZFTeBLqbdw1XmiidH/FvnsdjmHpHM8hsmL+fPMSNDpC2pRKpzia4h2kKEekSMoqEZPfya/+B3po3vWo55tmXKmGdb3DCBUPMVcrSFSNPckLKaUnx47D2sPvi6IPezRFLvu/D6pHdwmx3nznBLd33d/OAkdRK5NaSjK68t0w6Z9AsdaNJz+NiFt6VweQRcZa5o0DQ0FTcmsPUHGypETEc9Inp01v1mZiUk4aNZG/Cv5IdaPR4mj8CqKWvNWrqr3fxOoEKE23mXi2OuaajBy3uWwUnihOfGvmwXe6YMjxqF4VGjbHrPdw+/hYsF5/DqxFXasXJDuHh3SlXt/DLLM3A+/zTi/Lujd3Bfg+eqNWqzhxsA4Hz+GQBNv/+mbqBoyS68KUWXoNaodQYFShgJXhj3Brxc5PB29THpetb0iFiCChHTUSGix8CwRJTXltmsy92Wopq30Q72CMHbt68x649QS72D+2FElzHo7m9+YqIp2s4RCfYMgYSRoEHTgJLqYgQ5aEro/678jHP5p7Gg730mFSJcqirtM9P5fXD0P/jy9Ho8M2qFwUKkbagh0PRhxJRQQ3OHZQDLekRWH3wNyak/YdXta/HPYUvaHX9q5DKTrwWYv8+MtagQMR0VIno8OHgxHhy8WOxmCOJqcdOs+v7hgzGvz90WX2dqj5mY2mMmX81qpV5drx335f5wOEmdEOwZgvzKPOQpc0QvRMpry3D05mF09e9us7F5oGlI7Fz+aZOzRLT7zDho4eZIejT/d5hqIEvE2lBDSwqRyd2mYc8//kIXnxiTn8OtSOPrwyBXBEXaqEckxjcOz415hSaHm4AKEQc0ossYvDHpP3a9B4Kz1BnX/l0AVaMKzlJn7eNh8gjkV+YhV5mD/mHGZ+wL6WzeKdz7w1zEB/bE8cdtFyLFZYlkmjgkVsztvEvx7p0et4T3XN4pbLv4XbveTmOhhgwYrNi9FNN7zNbbQ7p6yjrM73svegX1MbldQZ7BZhXCLMsaTSyuqq/CxYJzqG2oMWkn3rv7LUJayVXE+Xc3uR3WiPCOxAvj7Wc+mz2jQsQAlmVR01ADD2cPsZvCq55BvdEzqDdv11M1qsAwTKuCgS9cvDsnTB6B07l/20W6qnbpro2H78xNVx0bMxESRorECNul4BJxcPky+ZV5eHj7QgCth1ys3cit6XrhCGuTq8G34uoiVNVXgQGjtxflXN5pzNg0DjG+cTj7VLrRay4Z+RzPrSR8oUJEjzO5JzH5yxGI8I7CuacoxVKf+d9Ox560Xdhy18+Y1mOW4PcL87KfmHd9G3IJrYuveemqY2MnYmzsRCGbROxAcup2PJX8cLvHuSGX+wc+jL+y/jTpWqaGH5pjy7mNSC26hH8M/qfRfZm4/7bDvSPbfRjhcPOjsioy0aBusLsVYSzL4lrJFVSqlOgXOtDu2mdPxF92YKfkrt5o1DR2quW7AKCoU2DH5a1I5SkG2t3JAyxYbe8AXzac/AQzN03A5rNftnqc+ySWWyl+IaIvflpoXOGTVZFp0r5ApPMzNuTCgsWmM5/jWkmqSdfTF2r48+Uf8c6hN3A+/6zZbfzq1Hp89Nf7uFR4wei5pswPCfEMhbuTO9SsWrvVgj6lNSVIK7mKmoYa8xptpZHr+2LShmHalWtENypE9OCW7ypVStSr60VuDX/O55/Bg9sW4O7v+em94N4UTZ2vYKqLBedwJPNAu1n2d/a5B4cePYN39OSh2JK+DbmEFi6PgJPECQwY7URUQ87knsT10rROtYEjac3YkAvngYGPItgzVO9GbkBTplBDo+6/eT9e+harDr6KI5kHzG5jpI/pS3hNSSxmGEY7LGps87ufL/+IxI/j8fBPC01trtUYhqGVMyaiQkQPb1cfbU5FWU2pyK3hD7czZ3wgP3HpQoWa6QsfCpOHo1/oAPi6+fF6P3NpWI12joate0SkEikuPZ2F/BdrEGIkjp9lWUzbOAaDPuqu/ZmSzsfUoZRR0ePw7rSPAOjfyI0Fi/nfTW/XGwkA5/NOAzBvxQwnQm76Et7bu0/H65PewayEOwyeZ+rmd9x/+7bKEOFwhUiVqtKm9+1oqBDRQ8JItLupdqZQM27pbgJPhUg0F2rG89BMbptUVXtTUJmP2sZaSBmpzf+4AbcyVYypqq9CXWMdACCQAs06LXP2kTK0kduGO77DvN53o1HTiCeT/4E3970IDauBWqPGztTt2rTjXkGGw9J0MadHZFD4ECwZ+Rwmdr3d4Hmm7jmjDTOz8XYR1CNiGpqsaoC/ewBKaoo7VSHC5QvE87SBXMvdYNUatdmhaPrkKHSHD7Esi4/+eh+5yhysGPc6vF29ebmfueSu3tg4bytKaortehIat3TXw8mj063+IreYu4+UoY3c5vaaj2jfWLx35G28/+dKHL15CFkVN5HXYl7WiPV9TAo/a4nvmHfg1p4zxnpEsm2cqsqRNxciSipEDKJCxABuR9nOMmGVZVlcaZ6k2oOnAK4wr3A4S51Rr65HjjLb5J01DalUVUKpUgBoPzTDMAzWHf0PSmqKce+Ah+Dtav4nMz54OntiTq87Rbk3ABy7eQSf/f0h4vy64eWJb+s9r4hSVR0Ct4/Uoq3zwIBpVYzo20dK30ZuEkaClya8hWjfODy182Eczz7a7hxTw89a0sa8G9kbpqahBvvSf0esX1f0CjacVTKqy1i8N+1j9A7uZ/A8W6eqcqhHxDQ0NGPAyC7jMDMhqdP8ES+uLkJZbSkYMOgewE8su1Qixeye83BXv/t5uR5wa2mu3MUbXi5e7Y5zXcr2sIRXLGW1pfg55UccuLHH4HmUquo4DA25mFMwcO7ud7/e3Z65QmfF7qUmr9ziEk1LaooNrl65VnIF921NwtzNtxm9ZoxfHB5OfBzDokbqPUetUWv/Vog2R6Se5ogYQj0iBrw04U2xm8CrK83zQ6J9Y9ttImWNz5O28HYtAFCqFAjyCNZbAIbJI3Cx4Jyohcjv1/6HRk0jhkaOQIBHoM3vH21ilgg3NEPzQxyDoSEXcx3LOmJwVZYp4Wctebv6YM8//kKEdxTcZG56z9OuRjOSNWKqwqoCNGoaIWWkCPE0bS4NX2bEz0WcX3cMDEu06X07GipEHEifkH74ZsEO1DeqxG6KQYkRw3Dt3wV6P2mFN4ea5YpYiKw6+CrO5Z/GlgU/Y3r8bJvfnytEymvLUFFXAR89O5BybySBnaRXjxinb8jFXKauxDH1PIZhTEr3NTex+FLhBVwsOIeBYYnoEZjQ7riz1BnLx76GSpWStzlspprbaz7m8jMdr1OjQsQIlmWhUqvgKnMVuylW83Xzw4z4OYJcu15dj/LaMgR7hvB2TX1/NMLk4qarsizL+4Zc5vJ09kSgRxCKq4uQWX4D/UMH6jxvZJexWDbmZYuWWxLHZs5KHD6Zm1i85shKbL/8A9687T2dhUiARyCWj3uV1zYSftEcEQN+uvQ9At9yxr0/zBW7KXbt4I29CHnbDXd8M8Um9xO7ECmvLdNOpuV6JsTA/aG+aWDPmVHRY/Hi+DdsEr9POhduJY6+8DMGDMLlkdqVOKY4knkQL/+xDNsv/aD3HHMTi2O5JbxGVs6IoVJViWslV3iPN+hsqBAxwMPZE42axk6xfJdlWXx47D3878ovUPE8NBPqFd4c8HUdLNt+6aC5nvjlH5i5aYLefTG4bJH8ylyr72UJ7hNbmFc43Jz0j3ULTTtPhP7IEQFwK3EA/eFnbVfiGHMq5zg+/Os9/JH+m95zzE0s5vacSS+9pvN4euk1pJVc1ebp2NLPKT9iyMcJWL57ic3v3ZFQIWIAN2O8MxQiRdWFeHnPMty3NQkaVsPrtbv4xoABg6r6KpTUFFt9vZM5f+FI5gG9c1kGhg/BoUfP4NdFB62+lyW4QiSap8l0luriGwtnqbPBGfln804hvfQaxbsTi/C9EsfYEt7ahlrkNX/AMLVHJM5Ij8ire59H4sfx2Hxmg1lt5YOXc9Oqv0paNWMQzRExgCtEOkOOCJcfEu0by/uneFeZK8Lk4chV5iCz/IZVEyNZljW65t/LxQv9QgdYfA9rabuOfcWZH8J5ZtQKLB/7qsFPpHM23wZFXQVOPJ6ic/ycEGP4XIljLNSMYRhsnLcV2YqbJm/jwPWI5CpzUNNQ025FYK5CnHh3gHJETEWFiAF+zYVIVX0VVI0qvdtRdwTc0l2+9phpK9o3DrnKHGSUXTdpZrw+CpUCVfVVAG7NBbE3N3heXmgpYwWlqlEFRV0FAMoRIdbhayUOVwzkKrN1JjG7ylzNDgr0c/OHt6sPFHUVyCi73i4EjSt6bB1mBlAhYioamjHA28UbUqbpF6WstmNvfMdtdsfXHjNtceO51m5+x01A9XXzM5h1suXcRjy/awkuFpy36n6WeGbUCnx5x/eYLtAKJL5ww2QyiQzeepb3EmJLoV5hkDJSNGoaUVhVwMs1GYbRu/ldbUOt9vcgknpE7Bb1iBjAMAz83P1RXF2E0poShHqF2bwNao2aly7RKzzvMdMWX7vwct2obaPd29p+6Xvsu/47+oT0R58Qw/HOfOsRmGA3wxz//PkBXCm+jK/mbUW0b0yrY8VVXJhZkEkb5BEiNKlEijB5BLIVN5GtuImwNnNPDmXsR3V9FQaGJRrdWbqllya8BQ2raRccxn2w8XDygI+rr/XfgJmoEDENFSJGTOo6FdX1VXCWOtv83smp27F895JWy1TD5BFmbzbFsixSed5jpq3BEcOwoO99GB093qrrmLrrbpjIK2fsxdm8k7hSnIIbZWntCpGiatpnhtifSJ8uTYVIxU0MjRzR6ti6o+9g//U/8OGsDbhvwEMmX3NC3GSdj+e0mG/GMLqXIQvJs3mLinp1fYcf3hcSFSJGfDJnoyj3TU7djkVb57XbSdOSzaYKqwpQUVcOCSPhbY+ZtsbGTMDYmAlWX0etUSPII1g7u14fsbJEchTZSE79CQmBvTA+zvheGEKL9o3DleKUpiW8baasaPeZoXh3Ykc+mrUBbk7uOv+71Kaqmrh015gckXbd5Xg5e2HxkKfg5SLnfbViZ0KFiB1Sa9RYvnuJzu28WbBgwGDF7qWY3mO2ScM0AR6BOPbPi7hZnmH3CbH/SPwn/pH4T6N5JOEiFSKnc//GC78/jcHhQ+2kEGnKEsnUEWqmHZqhiarEjuhbltugbkBWRabBc/Sprq/G/678jILKPDw1cpn28T4h/bF87GuI9DH8wUYoUokU70xdJ8q9OxIqREzAsiwaNA02G545lnXE4BusuZtNySQy9AzqjZ5BvXlsZXsN6gZkK24iwCMI8uaxUUsZ60blekRsvd8M3xtyWcvQJOFhUaPw3JhX0Cu4r62bRYjZchRZULNquMpczZofAgANmgY8uuNeAMBDif+Ep7MnAKBvSH/0DenPd1MJz2gGmxHvHX4bAW864eU/lhk/mSd8bzZlK1O+GoWBH3bDoRv7BL+XWEMz3Bt+jMgZIhxDPSLDokbihfGvY3bPO2zdLEL0ylFk4+U/luHF359t9XjLPWbMnVzt4+qjzX3irmMviquLkFZyFZUqCjXThwoRI1yd3KBm1SirtV2oGd+bTa05sgofHnsf+ZV51jTLqC4+TZMlMy1cOcOyLEZ80hczN01ASbXhhFauECmrLUVtQ61F97OE2JvdtcX1zPAVr0+I0GoaqvHhX+9h89kvWj3OFfmWJhZrE1ZLby3hPZF9DGklV0VNFp7/7XQkfhyPozcPidYGe0eFiBFcut/lwos4knlQ79b0fOJzsymWZbHu2H/w8p5/Cx5VzxUie9N3W/SzKq8tQ0rRRRzJPKBd9qaPt4s3Di8+i+vLim0670XbI2InQzNRPtFwkbog2DO0XYz0ubzTSCu5inp1vUitI6Q9buKoUqVERXPgHnBroqqlicWx/q2zRFiWRdLmyUj8OF4790QMtITXOCpEDEhO3Y5X9jQNyaQUXcTMTePRZ100klO3C3rflptNtWXuZlMFVflQ1FVAykjRzb8Hr+1sKTl1O746/SkA4FDGPot+VtxSu0CPIKPL3BiGQd+Q/vB3D7DZsjxVo0qbc2IvPSKuMlfkvVCN009eazcvh/skxi3dJsQeuDu5a4dRWka9PzT4MXx5x/e4s89Ci67bNtRMUVeB6oZqAOKmNFMhYhwVInpwy2fb9iJwy2eFLkZmJSTh7dvXtHtcJpFh050/mrx0l9tjJtavq2Br2LmfVUVdeavHzf1ZcfM97DXa/WZFBliw8HT2RIB7oNjN0dJVkKo1am2iJMW7E3vD9Yq03Pwuzr8bknovQP+wQRZdU1uINO/Cm91c5AS4B4q6SzZXiFTRHBG9qBDRwdjyWQBYsXup4MM003rMwuIhT2Fa99n4cNYGyCQyNGga0M2MLJDUYmGDzPj8WZmaqsr5I+03PL9rCXam7jCjxZaL8onGvodP4Mt5P4gSjmSO8toybW6BPRVNhAAtduFV6N6F1xLaoZnmOSLGNs+0FS/npkJEST0ielEhooM5y2eFFO0bi3emrsO3d/+M+wY8pE0P/PWK6W+8XI+IUJvd8fmzupWqatofjhNZR/Hp3x/gcMZ+0xprJVeZKwaFD8HkbtNscj9T7UzdgYlfDMXy3Uu1j3Gpqr5ufnCSOonUMkJ0a7sLb1lNKf7v+FrsSdtl8TV7BCTgh7t/xe6H/mx1bbHCzDhyGpoxigoRHex1+eyM+KbhGLMKEW6zO4H2mOHzZ8XNEYkw8ROMdglvpW2X8NobVWMdTuf+jfP5Z7SPUaoqsWdcjwj34SOl6BJe+P1pPLfrSYuv6ebkhtu7T0dX/+4AWuy6a+IHG6Fo54jUUyGiDxUiOvC9fNYSN8rScejGPtQ11mkfm9ZjFiSMBOfzz+CmCbPAWZbFtZIrAITrEeHzZ+Xh5IEgj2CTP8HYOkvkq1Of4tMTH2rHnu0FlyVys0WWCKWqEnu2sP8ipD6Ti8+TtgC4tRqNz0ngXJEjxq67LQ0IT8TiIU9hQqzu/XAIJavqxC2fzVfm6pz7wIBBmDzCpOWzltpy9iu8/+dK3NXvfqyfswlAU1T78KjROHrzEP535Wc8PmypwWswDIPLT2fjWkmqYHvM8Pmz+u+M9fjvjPUm39vWhcjHx9cgvfQaEoJ6i/7HrSVuKXFeZS5qG2rh5uSm7REJpA3viB3iYhE4GS3CzKxxOvdv7Ev/HT2D++DOPvcgzq87RnQZY9U1rcXXPlydGfWI6NBy+WzbLA9zl89a6mDGXgDAmOjW/wHPiJ8LwPThGQ9nDwwIGyzYPAExf1bcfjNFVYWCZ2WoNWrcLM8AYD8ZIhw/N3/tODSXlzA4YiieG/MKZsabvkszIWK5lc9jXY/I4Yz9WHnwFSSnbMPkbtOwfNyrGBQ+hI8mEgFRIaLHrIQkbJq/DaHy8FaPh8kjzNr51hIVteU4m3cKADAudlKrYzMS5qJf6EBMiptiN0ma+n5W3q4+gv6s/N0D4Cx1BgsWBQLP18lRZqNB0wAXqYu2ALIXDMOgS/PwDPcHPTFiGF4Y/zqSei8Qs2mE6PXW/pfx4LYFyFFk34p3t7LIj22TJWIPGjWNKKwqMGk43VFRIWLArIQkXFySiUlxUwEA9/Z/CBeWZAhahADAoYz90LAa9AhIQFibN/dI7ygcevQ0nhm9wugS0g+PvYdn//c4TuWcELK5AG79rHYuOoA5Pe8EAIzsMtbkn9WFgnMY+GE3PLjN9DdOhmEQ6tX08+HGg4XCdR138Y0xex8MW+C6tHXtOUOIPfo5ZSt2XN6K62Vpt1JVrewRiWtewnsh/ywO3tirXcorpkuFF9Dj/VBM/XKU2E2xW/b3F9XOSCVS9Axu2rVW7uot6HAM59CNpmGZcbHWbTOfnPoTNpz6xGbxxlKJFKOjx+GJ4U2bWf150/SY96yKTNwoS9cOf5hq+72/4/qyYgyLHGl2e83B/aG0tutYKN0D4hHr1xUySdO0r/P5Z5FWchWqRpXILSNEN27lzIX8s1CqFABubRNhKa4gb9A0YM7m2zBns3V/Q/lAy3eNo0LEBH5u/gCaNlizhQM39gBoPyzTUqWqEtsv/aA3JIdlWVwtTgEAxAu0dFef/mGDIHeRQ1FX0WpJqSHaMDMzw4fi/LsJHvOu1qi1WSXOUheb7DdkrpcmvIUzT6bh4cTHAQD3/jAXiR/H40LBWZFbRohu3Oo4RV059j18Apvu3GZ1AqqHswdCvcJa3EPcpbtAy+W7ldqQQdIaFSIm8HNvKkTKa4QvRDLLM5BRfh0yiQyjosfpPW/KV6Pw0E93YU/abzqP5ypzoFQpIZPItOvqbaWp7eMBNO07Ywpzw8xsJTl1O/qsi8aOlK0AgJ2pP9lkvyFrsCyL4uZAs0DKESF2iusRKajMx6DwIZjd8w5erhvTYtM8e/jg4Onspf3/1fXVIrbEflEhYgJfG/aIRPl0weHFZ/Hx7K/g5eKl97zJXZvSPXfqeUPkgszi/LrBWerMf0ONGBszEYDwhci5vNN4ftcSfHjsffMaaAJuD522y4Nttd+QpSrrK7X5M7R8l9irSB/+Y96TU7fjXP5p7deHMvaJ/sHBVeaqHTKl4RndqBAxAdcjUmaDHhEJI0HfkP5Y0Pdeg+fNSGhaxrs3fVer0DMOt+OqrYdlONyw0vGsP02ap8C92ZvblXqzIhOf/v0Bdqb+ZH4jDbCX/YZMxbIspn41Gl3fDcKF/KbhGA8nD3g4e4jcMkJ044ZmDmXsw6cnPtSunLEU98GhpqF1r4PYHxwYhqEdeI2gQsQEYV7hGBU9DsOi7GfW84CwwQiXR6CqvgoHmye3tqSdHyJQoqox3QPi8UXStzjzZLpJu/7mmLnhHSdcoFAze9lvyFQMwyC/Mg8lNcU4mfMXAEpVJfaNG5oBgOd3P2XyfDJd7P2DAxUihlEhYoIYvzj8uugAPp79paD3uVhwHot33I+fL/9o9FwJI8G0HnMAAL/q2H2WmyOQIFIhwjAM5vW5u93yY11YlkWYPBxBHsFmT1bl0lXzK/N4/SNjr/sNGcJFvf/NFSI0LEPsWKR3FC4tzYLcxRsAUFFXYfHvsL1/cJjf5x48OuRJbe86aY0KETuyJ+03/HBhM7Ze3GLS+dzwzG9Xf0GjprHVsR8W/orM58owuft03tvJN4Zh8PtDR3Ht3wVmh4UFe4ZAykihZtXaHWf5YA/7DZmLW7p4MpsrRKhHhNiv/139BbdtGKZduvv0r4stns9h7x8cXprwFv4z9QNe99LpTKgQMYOG1Qi6/IqLdR9vYn7IyC5j4Ovmh7LaUp3dmj5uvnB3cue1jebQsBp8eOw9zNsyFRW15YLcQyqRItgzBEDTWDBfuD102sbWcxgwCJdHCrrfkLm4HhFfNz8sH/sa5vaaL3KLCNGNm8+RX5nX6nFL53N0xA8O5BazCpEnn3wSDMNo/3Xt2lTdXbp0CYmJifD19cWyZctaRY8bOtaRjP88EQFvOgmWUlrTUIPjWX8CMJwf0pJMIsOGO77DhSWZdrmfgoSRYPPZDdibvhtHMg8Kdh9ueCaXx3kiLffQactW+w2ZK7q5R8THzRfLx72KO/ssFLlFhLQnxHwOe//gUNdYh6KqQlTUVYhyf3tnViFy+vRp/O9//0N5eTnKy8tx9uxZqFQqzJw5E4MGDcKpU6eQkpKCjRs3AoDBYx2RhtUItoT3r5tHUK+uR4Q80qzcjwlxkxHl06XVY1+f+QJzN0/Gd+e/5ruZZuOW8R42sIx3w8lPMPDDbnjn0BsW3UOoXXhnJSRptylvez+h9xuyBNcjwqXAEmKPhJjPYQ8blRry/K6n0P39EHz+90ei3N/emVyINDY24tKlSxgzZgx8fHzg4+MDLy8v7Nq1CwqFAmvWrEFcXBxWrlyJDRs2AIDBYx2NNl1VoCW8B1vEulubEnoi+xgO3Nhjdly6EMY29+7oWtnDuVGWjhtl6VDWKSy6xztTP8D1ZcV4dMgTFj3fEO7N3dvVB58nbcHORQdsst+QJaJ9Y9HFJwYsWFwqvKBzWTchYhNqPoeYG5UaQ6tmDJOZeuLFixfBsiz69++P3NxcjB07Fp999hnOnz+PYcOGwd29aS5C3759kZLStHTU0DF9VCoVVKpbuRNKpX28cNxs59KaEkGub0qsuz6HMvbj47/ex8CwIVg+7lVtmFmCSBkiLY2KHgcJI0Fa6VXkKnN0TkbVhplZGMfcMtKZb1xE+uDwoXY/1OHt6o0zT6ahz7pojFrfDytv/y8WD3nSroaPCBFyPseshCRM7zEbx7KOoLAyH8FeoRgRNVr03wEqRAwzuUckJSUFvXr1wnfffYeUlBQ4OTlh8eLFUCqViIm5tVERwzCQSqUoLy83eEyfVatWwdvbW/svMtI+Ir+5dNVyAYZm6hrrmubdgMHY2IlmP7+oqgB/pP2G7Ze/b73HjEhLd1vycfXBgLDBAIBDN3QPz9hrvDsAbchS35ABIrfEOC6Onuv2fuH3p0VPlSSkLaHnc3Cbb87rczdGR48TvQgBbsW8UyGim8mFyD333IPjx48jMTERMTEx+Oijj/DHH39Ao9HAxaV1YJWrqytqamogk8n0HtNnxYoVUCgU2n/Z2cJu724qIYdmXGWuOLL4LG48V2JR9sPkbtPhJHHCtZIr2H/9D1TVV8FJ4mQ3S8XGxTT18uiLe7c0VfXW83Px3K6n8Myv/7SsgQa8Nfk9pP27EP8ctpT3a/Opo8bRE8dj7/M5hEA9IoZZvHzXx8cHGo0GISEhKC4ubnWssrISzs7O8PPz03tMHxcXF8jl8lb/7IE25l3A/WZ83fwsep63q7e2J+XlPf8GAIR6hUPC2Mfq7DGxE+Eqc9U5S75R06hdwmdpj0iDpgGf/f0htpz7SpBVWYEeQQiy45RSe0+VJKQte57PIQR5ix14SXsmv1M988wz2Lp1q/brkydPQiKRoE+fPjh+/Lj28czMTKhUKvj5+SExMVHvsY4m1q8rRkePR8+gPrxel2VZ1DbUWn2dKO9oAEBK0SUAQJYi02665Ud2GYPM58vx2dzN7Y4VVOZDw2ogk8gsTgLl5oio1CqbbExob+w9VZIQXWYlJOHikkzsXHQAXyR9a9cTwa1FPSKGmVyI9O/fHy+++CIOHz6M/fv348knn8QDDzyAyZMnQ6FQ4Ouvm5aKrl69GpMmTYJUKsWYMWP0HutoJnWdgp2L9mP5uFd5vW5a6VVEv+OLO7dMs/jTfHLqdnx1+tN2j9tLt7xMIoOrzFXnsdqGGgwIG4y+IQMs7op1ljprixg+s0SSU7dj3pap+PrMF7xdUwj2nipJiD72OJ9DCJE+XXBXv/sxvXlbDtKayatm7r//fqSmpmL27Nnw8vLC3LlzsXLlSshkMnz22WdYuHAhli1bBrVajUOHDjVd3MAx0uTA9T1QqVVQqVUWLds11i3PgMGK3Usxvcdsu/glV6qU2m5KAOgW0AMHHjlp9XXD5BEori5CnjIHfUP6W309oCnbZW/6bsT5mZ7rIgZKlSTEvnUPiMf6OZvEbobdMrkQAZpWtKxatard43PmzEFaWhpOnTqFESNGIDAw0KRjHZGG1YABY3XWB4dbtmtqrHtb5nTLj44eZ9E9+JCnzMW8LVOQo8jGjedKIJOY9Z+eUWHyCJzPP8NrqBm3dLdvqH2vmOFWIeQrc3UWpAwYhMkj7CqOnhBCOLzNZgwPD8fs2bN1FhqGjnUUtQ21iHs3EAFvOqGmQf+qH3M0qBtwtDn63NJCpKN0ywd7hiBPmQulSoGzead4v364F7/pqizL4mLBOQD2v3TXEVchENKRcHMBi6uLBN2vrKOyj2UVHYCrzBWVKiWvMe+nc/9GZX0lfN38LP7U3VG65aUSKUbHjAfQOmX10e33YsAHXa2ex8LFvLfdRMtSNysyoFQp4Cx1RnxgT16uKSRHW4VASEeiYTUIXemObu8Fo7y2TOzm2B1++8c7MYZh4Ofmj4KqfJTVlCLSO8ria6k1ahzLOqLdd2BM9ASLl9p2pG75cTGTsDN1Ow5l7MOyMS8BANJLryGj/LrVS40fSvwnHhj0qMVLoNs6n980LJMQ1BtOUiderik0e02VJMTRSSVSeDh5oLqhGpUqJfzdA8Rukl2hQsQMfu5NhYg16arJqduxfPeSVkMIhzL2ITl1u0WfWrlu+UVb54EB06oYsbdueS6+/u/sY6hpqIG7k/utMDMrU1V9XH2sbV4rF/LPAAD6hQzk9bpC41YhEELsi5eLHNUN1VDSEt52aGjGDFzMu6X7zehLv1TUVVi1zLajdMvH+nVFhDwS9ep6HM/6E/XqehRWFQCwfJ8ZoTRqGiF3kdv9RFVCSMdAWSL6UY+IGbTpqhbEvAu9zLYjdMszDIOxsZOw5dxXOHhjL+L8u4MFC2epMwLcrZvIrGE1WL57KXKV2fi/2Rvh7ept1fVev+0dvDppFRo1jVZdhxBCAMDThfab0YcKETNo95uxYGjGFstsO0K3/Iz4uWDBYnT0eOQqmvYRCpNHWL0cWsJI8OPFLSivLUPe+ByrCxHums5S/dsREEKIqahHRD8amjFDr+C+GBMzwaI9UTrKMluhTe0xE/83+yvc1m0q77vuhno1DU1Zu4RXiP1qCCGOjQoR/agQMcOjQ55A8v37cO+AB81+bkdZZmtLrjI3DAxLRO/gfrxcL7x5Ca+1Me///XM1Bn7YDetPfMBHswghBKO6jMOCvvchxjdO7KbYHRqasZGOtMxWaGqNGhcLzsHD2QP7H/mbt+tyWSLW9oicyz+NG2XpaFDX89EsQgjBP4ctEbsJdot6RCxgSdc9pV/esjd9N8Z9Phj/+uVBbLv4HY5kHuRli3q+ChFttLudJ6oSQkhnQIWIGc7nn0XsfwIw+KMeFj2fW2Yb0rxtPcfeltkKraKuHEBTCurD2xdi5qbx6LMumrd01bxKywsRRZ0CmeU3ANj/HjOEkI6DZVnUNdahUlUpdlPsDhUiZnB3ckdZbSmKq4ssvsashCQk378PAOAidcHORQdwYUmGwxQhyanb8diO+9s9nq/MtSpLBQDCmierWvP6cPvLRHhH8ZbSSgghX55aj5C33fD4Lw+I3RS7Q4WIGbgcEaVKYVW+BPdGGSaPwOjocQ4xHAMYz1IBgBW7l1o8TDMsahS+u+sXPDH8WYuHe2hYhhAiBMoR0Y8mq5rBx9VXG6NeXluGQI8gi65T1JwmGuJAK2QAYbNUdEXnh8kjsHrKOrN6m6gQIYQIgZbv6kc9ImaQSqTwbt7TxJJ0VU73wAQsH/saFvS9j6eWdQxCZanoi863ZLgnxjcOfUMGYGB4olltIIQQQ7hCpIrmiLRDPSJm8nP3R0VduUXpqpyeQb3RM6g3j63qGITIUuE7Ov/5sa/g+bGvmHx/QggxBfWI6Ec9Imbys3LjO0fGZam0Xb7MYcAgXB5pVpaKOcM9hBAiFjkVInpRIWKmgeFDMCZmgra6tcSlwgu4VnIFdY11PLbM/gmRpcLncE9FbTnqKcSMECIAbY9IfSU0rEbk1tgXKkTM9J+pHyD5/n0YGzPB4mss3nEfhnycgD8zD/LXsA6Cy1IJlYe3etzSLBU+h3ve2PcCIlZ54f+OrzWrDYQQYoyXixxTe8zC/L73WvSBR61R40jmQV5DIO0FzRERAffpPNjTsVbNcGYlJGF6j9k4lnUEhZX5CPYKxYio0RYtY+YzOv9CwVnUq+sR7BlidjsIIcQQV5krvrvrF4uey9eqQHtFPSIWsnSH1gZ1A0pqigE43vLdlqQSKUZHj8O8PndblaViaLiHY8pwT6OmEZcLLwAA+oUOtKgthBDCNz5XBdorKkTMtO3id4j9TwAW/XinRc/nwsykjBT+7gF8Ns1h6RvuAYDp8XNM+sSQVnIVtY218HT2RKxfVyGaSQghUDWqTA7EFDoE0l7Q0IyZZBKZVTHvhVVNwzJBnsGQMFQH8qXtcE9m+Q2czTuFJ0f826Tnc0FmvYP70etCCBHEuM8G41z+aey49w+Mj7vN6PlChkDaEypEzOTbHPNebmGOSIGDzw8REjfcY4kL+c2JqjQsQwgRiJuTGwBAaeISXqFCIO0NffQzE5cjYmmyKtcjYk5oFxEeRbsTQoRmbqiZECGQ9oh6RMzEbXxXVlsKlmXBMLonSOrTP3QQlo99DTF+cUI0j7SRWX4D6098gNu7TTfYFTojfi783QMwOGKoDVtHCHEkns7mbXzH56pAe0aFiJm4HpFGTSMq6yu1aXmm6h82CP3DBgnRNKLDFyf/D+tPrMOV4ssGC5HFQ5/E4qFP2rBlhBBHo91vpt60/Wa4VYGLts5rd8zSEEh7REMzZnJzcoObrGmcz5qN74htPDLkCUgYCQ7e2IvLhRfFbg4hxIFZst8Mtyqw7SR6S0Mg7REVIhYY0WUMxsZMBHR0lRlzNu8UrhanQtWo4r9hpJ0uPtGY2fyLuv7EOp3nXClOQUbZdYuzYQghxBSWbnw3Me72VrHwvYL74sKSjE5RhABUiFjkp3t345f79yLaN9bs59639Q4M/b+euFhwjv+GEZ0eH/Y0AGDrhW90Lrt+dc9zGPBhV2w49Ymtm0YIcSDxgT0xpftM9AzqY9bzchRZ7b7uTDEDnec76QBYlkVRVQEAIIhixG1mSMRwDAxLhEqtwpen1rc73jJDhBBChDK75zx8f3cyHhnyL7Oel1WRCQDo5t8DIZ6h6BsyAFX1VQK0UBxUiNhQeW2ZdrMj2s/EdhiG0faKbDj5f62GxYqri5BfmQcGDHqHUCFCCLE/2YqbAIA4/+648mwedi7aDy8XL5FbxR8qRCyw8sCriPmPP1YffN2s5xU0Z4j4uvnBReYiRNOIHrN7zkPPoN5Y0Pc+1DXWaR/ngsy6+neHp7OnWM0jhDgQUyPeOVyPSKR3FwFaIz5avmsBDatGeW0ZSps3rzMVNywTQqmqNuckdcKfj51vN66qDTILpSAzQoiwzuSexNSvRiNUHo5zT103+XnjY2+DlJFiSOQI7WOqRlWn+UBLhYgFfN1uhZqZg4t3p/kh4tA1uet8/hkAlKhKCBGem5M7VGqV2atmxsZOxNjYiQCA07l/Y9GPd8Lb1QdHHzsvRDNtjoZmLKBNVzUzR4Ti3cXHsiwOZezH+0dWArjVI9KP9pghhAjM0uW7LQV6BCNHkYVrxaloUDfw1TRRUY+IBfws7BEZHjUaL4x7AwlBvYVoFjFBZvkNzP666ZNFpHcXTO42A6XVRbRihhAiOK4QqVfXmzy00qBuwInsY4jyiUakdxQivaMgd5FDqVIirfQqenaC9xMqRCxgaY/IkMjhGBI5XIgmERPF+MWhX+hAnM8/g0d33Kt9/GjWYayesq7TBAQRQuxPywnxlSolXGSBRp+TVZGJGZvGwd3JHbkrqsAwDBKCeuNE9jFcLrzQKQoRGpqxANcjUm5mjwgRX3Lqdu28kJbylblYtHUeklO3i9AqQogjkEqk8HDyAGD68EzLFTPcJqu9gvoCAFI6ybYVVIhYwN8jEH1C+mNwxDCoNWqTn/d39l+4UpyizRIhtqXWqLF89xKdx7idLVfsXmrWa0oIIebQzhMxceM7LkMkyida+1jP4KZk1pSizlGI0NCMBXxcfXBk8VmznzdvyxQoVUqc/NcVdAvoIUDLiCHHso4gT5mj9zgLFrnKbBzLOoLR0eNs1zBCiMMYEzsRiroKuMpcTTo/q6KpEGmZIcJFxF8uvMB/A0VAhYiN1DTUQNncFUfLd8VR2Lx8mq/zCCHEXJ/N3WzW+VmKTADte0QSI4ahV1BfqDVqSCVSHltoe1SI2Aj35uYmc4O8uWuO2Japy6ZpeTUhxF5kcz0iPrd6RHxcfbDnH3+J1STe0RwRCz207S5Ev+OHnak7TDq/sDlVNdgrVDvhiNjWiKjRCJNHgIHunz8DBuHySIyIGm3jlhFCHA3Lsiadp2uOSGdDhYiFahpqUFFXbnLMOxdmRvHu4pFKpFg9ZR0AtCtGuK9XTVnb4bs5CSH2a9lvTyLkbTd8cOxdk85/bswreHbUC4jz69buWG1DLXINzHvrKKgQsZC5WSJcvDt1+4trVkISNs3fhlB5eKvHw+QR2DR/G+WIEEIEV9dYh0qVaatm7h/4D7w88W3tew7nt6vJCF/liX9su0uIJtoUzRGxkLnpqtyGd0EeNFFVbLMSkjC9x2wcyzqCwsp8BHuFYkTUaOoJIYQITs5DzDsARPvGQsNqkFJ0ESzLdughfypELGRuITKh6+1wkbliYHiikM0iJpJKpLRElxBic7dyRIwXIhll15GrzEFX/+4IadOb3s2/B5wkTlCqlMhWZCGqxWTWjoaGZixk7tDMyC5j8NzYlzGp6xQhm0UIIcSOmbPx3fcXNmPGpnFYeeCVdsecpE7oFhAPoOMHm1EhYiFfinknhBBiJnMKEWMrZnoHN0W9d/RgMypELBQuj0DfkAHo5h9v0vl/Zh5CatHlTrNtMyGEEPN5ungBAKpMmKyqK0OkJS5htaP3iNAcEQsNjhiKw4vbb56mS6OmETM3jQcLFteeLUCQZ7DArSOEEGKPQr3CMKLLGCQE9jJ6Lrfhnb4eEe2eMx188zsqRGygpLoYLFhIGSn83QPEbg4hhBCRDAgbjN8eOGT0PLVGjVxlNoDW+8y01DdkABb0vQ99Qwbw2kZbo0LEBgqaw8wCPYJoiSghhBCjCqry0ahphEwiQ6hXmM5zQrxC8encr23cMv7RHBErjPl0IKLf8cONsnSD5xVSmBkhhBAzcMMy4fLITv8BlnpErFBeW9Yc816CWL+ues+jeHdCCCEAoGpUoc/aLqhUKXH13wV6N0GN9o3Ff6evh4Qx3F/QqGnEjbJ01KvrtatoOhrqEbGCqVkiXLx7kCelqhJCiCNzljqjrLYUtY21BlfOhHqF4cHBi7Fo0CMGr7f5zAYM+TgBr+19nu+m2gwVIlYwNV2Vi3cPph4RQghxaAzDmJUlYkxnWDlDQzNWMLVHZGZCEkK8wjC8C20vTwghjs7LRY7y2jKDhcjBG3vhJHVGn5D+eodvACAhqDcAIK8yF+W1ZfB18+O9vUKjHhEr+JmYrjo2diL+PeZFjOwyxhbNIoQQYsdM6RF59n+PY/rGsTiXd9rgteQucm3OyOUO2itChYgVuJh3U/ebIYQQQrycm9JVlXoKEQ2rQY4iC4D+MLOWOnrCKhUiVoj2jUXfkAEIlYfrPYdlWRy8sRcpRZeg1qht2DpCCCH2yFiPSFFVIVRqFSSMBOHyCKPX6+h7ztAcESss7L8IC/svMniOoq4CczbfBgAoeLG2068HJ4QQYljPoD6oqq/UO5+D2+wuzCscTlInk64HdNweESpEBMalqnq7+sBV5ipyawghhIjt9dveMXjc2GZ3bSVGDsfysa9hQNhgq9smBouHZqZMmYKNGzcCAC5duoTExET4+vpi2bJlYFlWe56hY46gsHnpLoWZEUIIMQWXqhppwvwQAIj0jsLyca/i9u7ThWuUgCwqRLZs2YLff/8dAKBSqTBz5kwMGjQIp06dQkpKirZAMXSsMyiozMfAD7sh/n3d+wAAFO9OCCHEPNzQTJSeze46G7MLkbKyMjz77LPo0aMHAGDXrl1QKBRYs2YN4uLisHLlSmzYsMHosc7A3dkDN8rSUVCVj5qGGp3ncPHuwZSqSgghBMA3Z79Cj/dD8a9fHtJ5/L4B/8B/p6/HtB6zTb5mUVUhdl3dib+y/uSrmTZj9hyRZ599FnPnzkVtbS0A4Pz58xg2bBjc3d0BAH379kVKSorRY/qoVCqoVCrt10ql9clzQvFy9oJMIkOjphFlNaVw93Zvdw4X706pqoQQQoCm5bmFVQUoqS7Sebx/2CD0Dxtk1jV/uLAZL+9Zhjk978TwqFF8NNNmzOoROXDgAPbt24d33rk10UapVCImJkb7NcMwkEqlKC8vN3hMn1WrVsHb21v7LzIy0pwm2hTDMEZj3m/1iFAhQgghBNqkVH05IpboyCtnTC5E6urqsHjxYnzyySeQy2/FzcpkMri4uLQ619XVFTU1NQaP6bNixQooFArtv+zsbFObKAou5r1cT6jZgr734aXxb1GqKiGEEAC3ckSq6ttvelepqsT35zebPcTC7TmTXnoNtQ211jfShkwemnnzzTeRmJiI6dNbz8r18/PDpUuXWj1WWVkJZ2dng8f0cXFxaVe82DNfIz0it3Wbitu6TbVlkwghhNgxQ4Fm10uv4bGf70eIZyiuPJtn8jVDPEPh5+aPstpSXC1JRf/Qgby1V2gmFyLffvstiouL4ePjAwCoqanB1q1bER0djYaGBu15mZmZUKlU8PPzQ2JiIr744gudxzoLUze+I4QQQgDDhchN7dJd81bMMAyDnsF98GfmQaQUXuxQhYjJQzNHjhzBpUuXcO7cOZw7dw6zZs3CG2+8gcOHD0OhUODrr78GAKxevRqTJk2CVCrFmDFj9B7rLLr7x6Nf6EDtf1gt1avrceD6HlwuvOhw+SmEEEJ0M1SIaJfumpgh0hI3T6SjRb2b3CMSEdE6797T0xMBAQEICAjAZ599hoULF2LZsmVQq9U4dOhQ08VlMr3HOotXJ63Cq1il81ieMhdzv5kMF6kLCl7sWGN2hBBChCF39Uav4L6Qu8jRqGmETHLrrVgbZmZBhgi350xHm7BqccR7y2CyOXPmIC0tDadOncKIESMQGBho0rHOTrtixisUDMOI3BpCCCH2QO4ix9HHzus8Zk2PyLjY2/B50hb0DRlgTfNsjre9ZsLDwxEernsXWkPHOjMuQ4Ti3QkhhJjCmh6RKJ8uiDJzbok9sHivGdLk6M3DGPBBV8zdPLndsaLmfWYo3p0QQogpuA3vLOkR6aho910rSRgJMsqv6zzGDc1QjwghhJCW7twyDRcLzmHjnT9iWNRIAADLsvhy3vfIqsi0uBC5WHAehzP2o2dQb4yPu43HFguHChErGUpW5YZmgmifGUIIIS2U1pSgoCofFXW3ksYZhsGkrlOsum5y6k949/CbuLf/Qx2mEKGhGStxOSKKugo0ahpbHaN4d0IIIbp4ungBAKpU7dNVrdEzqBcA4M/MgziSeRBqjZrX6wuBChEr+brdCmdT1FW0Ovbg4MfwyoSVSIwYZuNWEUIIsWe6skTO5J7E9+c340qx4c1h9UlO3Y7ndy0FAGRW3MDMTePRZ100klO3W91eIVEhYiWZRAa5izeA9umq03rMwjOjVyChuUIlhBBCAN2FyE+XvsdjP9+Pb85+afb1klO3Y9HWeSiqLmj1eL4yF4u2zrPrYoQKER5oY9717DdDCCGEtOTl3H4H3ixFJgDzl+6qNWos370ELNoneHOPrdi91G6HaagQ4UGv4L7oHzoIEubWj7O6vhr7r/+BlKJLBp5JCCHEEXk1zxFp2SNi6dLdY1lHkKfM0XucBYtcZTaOZR0xv6E2QKtmeLBlwY52j6WXXkPSN7cj2DMEV5/NF6FVhBBC7FWEdxR6BvVBoEeQ9rEsCze8K6w07T3G1PNsjQoRgXArZmjpLiGEkLYeGvwYHhr8mPbrqvoq7fC+uUMzpoZm2mu4Jg3NCKSwOVWVwswIIYQYww3LeLv6wNvV26znjogajTB5BBjo3tOMAYNweSRGRI22up1CoEKEB1+f+QL9P4jDC78/o32M6wKjDBFCCCHGWLPZnVQixeop6wCgXTHCfb1qylpIJVLrGikQKkR4oGpUIbP8hvY/JKBlmBkNzRBCCGntXN5pDPk4AdM3jgMADA4fim337MKrE1dZdL1ZCUnYNH8bQuWtN5iVMBKsnfkZZiUkWdtkwdAcER5ol++2yBEppA3vCCGEGHCt5Io2WdXP3d/qePdZCUmY3mM2jmUdQWFlPt49/CaulqRC3Sb1295QjwgPuP1mymtbFiLUI0IIIUQ3XYFmfJBKpBgdPQ7z+tyNu/stAgD878rPvN6Db1SI8MBXR4/Iv4Y/i1cmrETfkAFiNYsQQoid0hYi9ZXQsBpsPvslvj+/GaU1JbzdY3r8HADA4Yz9UNQpeLsu32hohgctd+BlWRYMw9j1eBwhhBBxcYUI0LR09819L6CouhAHHz0Nf/cAXu7RLaAHugfE41rJFexN34U7et/Fy3X5Rj0iPODmiNSr61HdUC1yawghhNg7V5krZJKmvoDiqkIUVRcCALpYsGrGkOk95gCw7+EZKkR44OHkga7+3dE/dBBqG2pQUVeBfem/I7XosthNI4QQYocYhtH2inBbgXg6e8LH1ZfX+8xImAsA2JP2G1SNKl6vzRcamuEBwzA49cRV7deHMw7gji1T0M2/B04+cUXElhFCCLFXPQISoFQpcLMiA0BThgjD6A4ls9SAsMEYHD4UA8IGo7q+Ci4yF16vzwcqRARQREt3CSGEGLH7oT8BABtPfwbA/Gh3U0gYCfY+fJz36/KJhmYEUEBLdwkhhJjI0l13OwsqRHjy2t7l6P9BHL4+8wXFuxNCCDFZliITgDA9IpxGTSP+zDyEjLLrgt3DUlSI8KSithyZ5TeQp8zVhpnRhneEEEL0eWv/Sxj6cU908YnFjwt/004sFcLTvz6GGZvG4avTnwp2D0tRIcITbcx7bemtoRmaI0IIIUSP4uoiXC1JhbPUGbd1m4pYv66C3Wti3O0AgF+v7ADLsoLdxxJUiPDEt0XMu3ayKs0RIYQQoge3fLeqvlLwe03sOgXOUmfcKEvH1ZJUwe9nDipEeNJy47vnxryCVyeuQo/AniK3ihBCiL3iCpEPjr2LHZe3CnwvL4yLnQTA/sLNqBDhScuY96TeC/D0qOUI9QoTuVWEEELsVcuY95UHXhH8fvaaskqFCE/8dGx8RwghhOjTshCxxdLdqT1mgQGDM3knkavMEfx+pqJChCeBHkHo4hMDD2cP7E3fjavF9jUGRwghxL54Onto/79M4gS1Ri3o/YI8gzE0cgQAYG/aLkHvZQ6Gtbfps20olUp4e3sjS6GAXC43/gSR7Uzdgfu2JmFw+FC7T7MjhBAijuTU7Xj618dQWlOsfSxMHoHVU9YJunv7X1l/wlXmiv6hg3iPk29LqVQiytsbCiPv39QjwrNCWrpLCCHEgOTU7Vi0dV6rIgQA8pW5WLR1HpJTtwt27+FRozAgbLDgRYg5qBDhWWHz0l0KMyOEENKWWqPG8t1LwKL9YAT32IrdSwUfprEnVIjw6P6t8/Du4TcBAEGUIUIIIaSNY1lHkGdgoigLFrnKbBzLOiJYG64Wp+KJX/6BpTsXC3YPc1AhwqP8ylzt/6ceEUIIIW1xe5HxdZ4lahtq8M25L/HjxS2obagV7D6mokKER1yWCEBzRAghhLRn6nuDkO8h/UIHIlwegeqGahzK2CfYfUxFhQiPvN18tf8/X5nrUGN8hBBCjBsRNRph8ggw0D1ZlAGDcHkkRkSNFqwNDMNgmh2Fm1EhwpPk1O2tXtCn//cY+qyLFnT2MyGEkI5FKpFi9ZR1ANCuGOG+XjVlLaQSqaDtmBE/BwDwS8o2bL2wBUcyD4r24ZkKER5wS7Gq66taPW6LpViEEEI6llkJSdg0fxtC5eGtHg+TR2DT/G2C5ohwympLwYCBUqXAozvuxcxN40X78EyBZlZSa9Tosy5a7yxoBgzC5BG4sCRD8AqXEEJIx6HWqHEs6wgKK/MR7BWKEVGjbfI+wX14bruEmOuR4asYMjXQTGb1nRycOUuxRkePs13DCCGE2DWpRGrz9wVjOSYMGKzYvRTTe8y22YdnGpqxkj0sxSKEEEJMYQ85Jm1RIWIle1iKRQghhJjCHj88UyFiJXtYikUIIYSYwh4/PFMhYiV7WYpFCCGEGGOPH56pEOGBPSzFIoQQQoyxxw/PtHyXR2ItxSKEEELMkZy6Hct3L2k1cTVcHolVU9by9uHZ1OW7VIgQQgghDkjoD8+UI0IIIYQQvcTIMdGF5ogQQgghRDRUiBBCCCFENFSIEEIIIUQ0VIgQQgghRDRUiBBCCCFENFSIEEIIIUQ0VIgQQgghRDRUiBBCCCFENFSIEEIIIUQ0dp+syiXQVyqVIreEEEIIIabi3reN7SRj94VIZWUlAKBXZKTILSGEEEKIuSorK+Ht7a33uN1veqfRaHD16lX07NkT2dnZtPGdnVMqlYiMjKTXqoOg16vjoNeq46DXqgnLsqisrERYWBgkEv0zQey+R0QikSA8PBwAIJfLHfpF7UjotepY6PXqOOi16jjotYLBnhAOTVYlhBBCiGioECGEEEKIaDpEIeLi4oJXX30VLi4uYjeFGEGvVcdCr1fHQa9Vx0GvlXnsfrIqIYQQQjqvDtEjQgghhJDOiQoRQgghhIiGChFCCCGEiEa0QqS0tBQxMTHIzMzUPvbVV1+hd+/e8PHxwd13342SkhLtsc2bNyMqKgqenp6YNGlSq+ddunQJiYmJ8PX1xbJly4zGyRLzmPtaGTpGr5WwfvnlF8TGxkImk2Ho0KFITU0FYPjnbukxYh1LXitA9++jKc8j1rHk9dL3HGPPczisCIqLi9lhw4axANiMjAyWZVl2z549rKenJ/vHH3+wmZmZ7LRp09hRo0axLMuy6enpbGRkJHv69Gn25s2b7EMPPcSOHTuWZVmWraurY6Ojo9nFixez6enp7LRp09gvv/xSjG+rUzL3tTJ0jF4rYaWnp7O+vr7sDz/8wBYUFLB33nknO2LECIM/d0uPEetY8lqxrO7fR5al10polrxe+p7DsvR6tSVKITJx4kR27dq1rX6Z7rvvPnbp0qXacy5fvswCYEtKStgff/yRvfPOO7XHjhw5woaGhrIsy7I7duxgfX192erqapZlWfbcuXPsyJEjbffNdHLmvlaGjtFrJaydO3eyn3zyifbr/fv3s87OzgZ/7pYeI9ax5LViWd2/jyxLr5XQLHm99D2HZen1akuUiPfPPvsMsbGxWLp0qfaxkpISDBgwQPu1VCoFAMhkMvTs2RP79+/H2bNnERsbi48//hi33XYbAOD8+fMYNmwY3N3dAQB9+/ZFSkqK7b6ZTs7c18rQMXqthDVjxoxWX1+9ehVdu3Y1+HO39BixjiWvFaD79xGg10polrxe+p4D0OvVlihzRGJjY9s91r9/fyQnJ2vHyb766isMGTIE3t7e6NmzJ+bNm4eBAwfCx8cHJ06cwHvvvQegaXOhmJgY7XUYhoFUKkV5ebltvplOztzXytAxeq1sp76+Hu+99x4ef/xxgz93S48R/pj6WgG6fx8B+jtoS+a8XrqeA9Dr1ZbdrJr597//jfr6egwaNAgjRozAO++8gyeeeAIAcPz4cezcuRMnTpxAZWUl7r77bkybNg0sy0Imk7VLr3N1dUVNTY0Y34ZDMPRaGTpGr5XtvPTSS/D09MSjjz5q8Odu6THCH1NfK0PotbIdS16vls8B6PVqy24KET8/Pxw9ehRbt25F3759ER8fj4ULFwIAfvjhB9x1110YMmQIPD098dZbb+HGjRs4f/48/Pz8UFxc3OpalZWVcHZ2FuPbcAiGXitjx+i1Et6ePXuwfv16fPvtt3BycjL4c7f0GOGHOa+VIfRa2YYlr1fb5wD0erUj5gQVtJlwxbIsW11dzQYGBrI7duzQPvbEE0+w99xzj/ZrhULBuri4sKdOnWL37dvHdu3aVXssIyODdXV1ZRsbG4VuvkMx9bUydIxeK+Fdv36dDQwMZL/55hvtY4Z+7pYeI9Yz97Vqqe3vI71WwrPk9dL1HFOe52jsrhBZvXo1O3r06FaPfffdd6ybmxu7Zs0adsuWLez48ePZqKgotr6+nm1oaGADAwPZTZs2sSzLsosXL2ZnzJhhq2/BYZj6Whk6Rq+VsGpqatiEhAT2kUceYSsrK7X/6uvr9f7cDb0m9HoJx5LXqqW2v4/0WgnLktdL33M0Gg29Xm3YVSFSXl7O+vn5sX///Xer8zQaDfvaa6+xUVFRrJOTEztgwAD21KlT2uM7duxg3dzc2KCgINbf35+9dOmSrb4Fh2Hqa2XsGL1WwtmxYwcLoN2/jIwMgz93S48Ry1n6WnF0fTCg10o4lrxehp7DHafXq0mn2X03NzcXp06dwogRIxAYGCh2c4gB9FqJw9DP3dJjRBiW/szptRIHvV7W6TSFCCGEEEI6HrtZNUMIIYQQx0OFCCGEEEJEQ4UIIYQQQkRDhQghhBBCREOFCCGEEEJEQ4UIIQ5o48aNGDdunEXPzczMBMMwZh8z5xxCiOOgQoQQYpaoqCiH3SWUEMI/KkQIIWaRSCTw8fERuxmEkE6CChFCHFR9fT2SkpLg6emJadOmoaioCAcPHkR0dHSr8xiGQWZmpvZrS4ZWfv31V3Tt2hX+/v7YuHGjSc/ZvHkzevfurf26qqoKrq6uuHLlCgDg5MmTGDp0KLy9vZGUlASFQqE9d/v27ejevTs8PDwwfvx45Obmao+NGzcOGzduxJo1a9ClSxckJyeb9b0QQvhFhQghDuqvv/7CgAEDcOHCBUgkEjzxxBOC3KewsBALFizA888/jxMnTuC3334z6XmzZ89Geno6rl69CgDYtWsX4uPjER8fj4qKCkydOhXTp0/HxYsXUVNTg2effRYAUFZWhrvvvhsvvfQS0tPT4efnh7feeqvVtT/99FPs378fn3/+OUaMGMHvN0wIMQsVIoQ4qNDQULz44ouIjY3Fa6+9hh07dkCtVvN+n927dyM2NhaPPPIIunbtitdff92k58nlckyZMgU//fQTAODnn3/GggULADT1sDg5OeHll19GVFQUnn76aW3PhpeXF7KysjBv3jykpaWhvr4e165da3Xtqqoq7NixA5MnT0ZAQACP3y0hxFxUiBDioLp06QKJpOlPQFRUFBobG1FSUtLqnJqaGqvvk5+fj8jISO3XsbGxJj93/vz52L59OxoaGvDbb79h/vz5AJo2CysuLoavry98fHxw5513ori4GHV1dWBZFsuXL0dYWBiWL1+OxsbGdgXWY489BicnJ6u/N0KI9agQIcRB5eTkgNvzMjc3F1KpFCEhIa3etE+dOmX1fYKCgpCXl6f9Oisry+Tnzpo1CykpKfjqq6/QtWtXxMXFAQAiIiIwePBgnDt3DufOncP58+dx9uxZODk54dtvv8WhQ4eQk5ODY8eOYebMme2u6+HhYfX3RQjhBxUihDionJwcvPvuu8jMzMQbb7yBGTNmICIiAvn5+bh+/Tqqq6vx2muvWX2f22+/HVevXsWmTZtw/fp1s67p6emJqVOn4rnnntMOywDA9OnTcfPmTfz999+QSqX4/vvvMWXKFLAsi6qqKgBNc0V27dqFN998E7TJOCH2iwoRQhxUYmIi/vzzT/Tr1w81NTX45JNPEBcXh6VLl2LUqFEYNWoUXnrpJavvEx4ejm+//Ravv/46Ro0ahZEjR5r1/AULFkCpVGqHZQDAx8cHycnJeP/99xEfH48dO3YgOTkZMpkM999/P7p164aEhAS8/vrrWLx4Ma5cuYK6ujqrvxdCCP8Ylj4qEELs1I0bN3DkyBF8/vnn+PPPP8VuDiFEADKxG0AIcVz6gtG6d++Ov//+G3PmzEFRURF+/PFH2zaMEGIz1CNCCBFNy6C0lpycnBAeHm7bxhBCREGFCCGEEEJEQ5NVCSGEECIaKkQIIYQQIhoqRAghhBAiGipECCGEECIaKkQIIYQQIhoqRAghhBAiGipECCGEECIaKkQIIYQQIpr/B6lGVtDh7zo9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同年份总体均价波动情况\n",
    "data.groupby('build_year').agg({'price':'mean'})[data.groupby('build_year').agg({'price':'mean'}).index > 1980].plot(color='g',marker=\"o\",linestyle=\"--\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "cc318f97-1ffb-43d1-9cec-846ae760ed8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='region'>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同地区总体均价分布情况\n",
    "data.groupby('region').agg({'price':'mean'}).plot.bar(color=\"#FF9366\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "1d00f8ac-8807-44ba-aacc-db3ad54888df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同房源走向数量分布\n",
    "data['direction'].value_counts().set_axis(labels=direction_labels,axis=0, inplace=False).plot.bar(color=\"lightcoral\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "626fe536-de90-42cb-8402-84ccbff02273",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1aa71e2bb50>"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "second_price_total = data['area']\n",
    "sections = [0, 80,100, 120, 150, 200,1000]\n",
    "group_names = ['less-80', '80-100', '100-120', '120-150', '150-200', 'surpass-200']\n",
    "cuts = pd.cut(np.array(second_price_total), sections, labels=group_names)\n",
    "second_counts = pd.value_counts(cuts)\n",
    "plt.figure(figsize = (6,6))  # 设置画布大小 \n",
    "# explode = [0.1,0,0.1,0,0,0]\n",
    "plt.pie(second_counts,shadow=True,labeldistance = 1.2,labels=group_names,autopct='%1.1f%%')\n",
    "# plt.title('图6：房源面积分布情况/m^2')\n",
    "plt.axis('equal')\n",
    "plt.legend(loc=(1.2,0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "34ce34d0-3429-4902-bb90-12517a95db92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1aa73954790>"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "second_price_total = data['price']\n",
    "sections = [0, 100, 200, 300, 400, 500, 600, 700, 800, 900, 1000,100000]\n",
    "group_names = ['less-100w', '100w-200w', '200w-300w', '300w-400w', '400w-500w', '500w-600w', '600w-700w', '700w-800w', '800w-900w', '900w-1000w', 'surpass-1000w']\n",
    "cuts = pd.cut(np.array(second_price_total), sections, labels=group_names)\n",
    "second_counts = pd.value_counts(cuts)\n",
    "plt.figure(figsize = (6,6))  # 设置画布大小 \n",
    "plt.pie(second_counts,shadow=True,labeldistance = 1.2,labels=group_names,autopct='%1.1f%%')\n",
    "# plt.title('图8：房源价格分布情况',loc=\"botton\")\n",
    "plt.axis('equal')\n",
    "plt.legend(loc=(1.2,0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "43b5224f-aeeb-43cb-804d-a5bad478a1ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1300x1300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同年份房源分布数量图\n",
    "plt.figure(figsize = (13,13))  # 设置画布大小 \n",
    "ax = data['build_year'].value_counts().sort_index().plot.barh(color='c',width=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "532adbf7-30aa-4510-89dc-6e6d1acdbf20",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 词云可视化\n",
    "import re\n",
    "titles = [i for i in data['title']]\n",
    "result_title = \" \".join(titles)\n",
    "wordlist_after_jieba = jieba.lcut(result_title)\n",
    "wl_space_split = [i for i in wordlist_after_jieba if len(i) > 1]\n",
    "result_txt = \" \".join(wl_space_split)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "ab4ed5ee-d88b-4697-ad1a-5ce7923740f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('业主', 2176), ('指导价', 2100), ('出售', 1604), ('精装', 1465), ('花园', 1393), ('三房', 1357), ('看房', 1269), ('地铁口', 1257), ('满五', 1252), ('南北', 1076), ('精装修', 1028), ('通透', 902), ('急售', 882), ('低于', 877), ('五年', 819), ('户型', 771), ('诚心', 757), ('方便', 722), ('红本', 663), ('小区', 662), ('电梯', 643), ('采光', 632), ('楼层', 625), ('价格', 617), ('朝南', 578), ('随时', 536), ('装修', 505), ('急卖', 496), ('高层', 478), ('阳台', 465), ('两房', 451), ('地铁', 425), ('安静', 423), ('税费', 411), ('社区', 376), ('降价', 376), ('住房', 374), ('笋盘', 358), ('在手', 357), ('诚意', 347), ('房源', 346), ('车位', 341), ('视野', 339), ('物业', 334), ('方正', 308), ('换房', 294), ('万科', 279), ('钥匙', 278), ('置换', 276), ('四房', 272), ('新上', 262), ('号线', 260), ('东南', 258), ('海景', 248), ('二期', 241), ('光明', 237), ('保养', 236), ('公园', 236), ('入住', 233), ('南向', 232), ('复式', 224), ('新出', 216), ('拎包', 208), ('房东', 201), ('可谈', 200), ('可以', 199), ('实用', 193), ('居家', 185), ('14', 183), ('无遮挡', 181), ('新房', 180), ('全新', 178), ('中间', 165), ('中心', 163), ('首付', 162), ('配套', 161), ('商圈', 160), ('税少', 159), ('楼下', 158), ('位置', 154), ('舒适', 150), ('满五红本', 150), ('接近', 150), ('充足', 147), ('品质', 146), ('总价', 144), ('房子', 144), ('一期', 143), ('产权', 142), ('三期', 140), ('50', 140), ('赠送', 139), ('地铁站', 129), ('捡漏', 129), ('成熟', 129), ('好房', 125), ('一套', 124), ('五一', 124), ('豪宅', 124), ('客厅', 122)]\n"
     ]
    }
   ],
   "source": [
    "# 筛选后统计\n",
    "word_counts = collections.Counter(wl_space_split)\n",
    "# 获取前100最高频的词\n",
    "word_counts_top100 = word_counts.most_common(100)\n",
    "print(word_counts_top100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "4d6893f2-f047-4b9a-920c-bbbeed0160e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "my_wordcloud = WordCloud(font_path='simsun.ttc',background_color=\"white\",width=2000, height=1660, margin=2).generate(result_txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "d613b9a9-f1fa-4a98-919b-c3be71518707",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(my_wordcloud)\n",
    "plt.axis('off')\n",
    "# plt.title(\"图7：标题词云可视化\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "a03c10ab-968b-4364-8c0a-7ebaf125a98e",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(\"title\",axis=1).to_csv(\"data_result.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5298ba5-54ad-4b48-9b2d-a1d0ff01faea",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
